Papers submitted to the journal track at ECML PKDD 2024 and accepted before 15 July 2024.
Title | Adaptive Sparsity Level during Training for Efficient Time Series Forecasting with Transformers |
Authors | Zahra Atashgahi (University of Twente)*; Mykola Pechenizkiy (TU Eindhoven); Raymond Veldhuis (University of Twente); Decebal Constantin Mocanu (University of Luxembourg) |
Title | RumorMixer: Exploring Echo Chamber Effect and Platform Heterogeneity for Rumor Detection |
Authors | Haowei Xu (Northwestern Polytechnical University)*; Chao Gao (Northwestern Polytechnical University ); Xianghua Li (Northwestern Polytechnical University ); Zhen Wang (Northwestern Polytechnical University) |
Title | Diversified Ensemble of Independent Sub-Networks for Robust Self-Supervised Representation Learning |
Authors | Amirhossein Vahidi (Sanger Institute); Lisa Wimmer (University of Munich (LMU)); Hüseyin Anil Gündüz (LMU Munich, MCML); Bernd Bischl (LMU Munich); Eyke Hüllermeier (University of Munich); Mina Rezaei (LMU Munich)* |
Title | Modular Debiasing of Latent User Representations in Prototype-based Recommender Systems |
Authors | Alessandro Melchiorre (Johannes Kepler University Linz)*; Shahed Masoudian (Johannes Kepler University); Deepak Kumar (Johannes Kepler University); Markus Schedl (Johannes Kepler University Linz) |
Title | A Mathematics Framework of Artificial Shifted Population Risk and Its Further Understanding Related to Consistency Regularization |
Authors | Xiliang Yang (South China University of techonology); Shenyang Deng (South China University of Technology); Shicong Liu (South China University of Technology); Yuanchi Suo (South China University of Technology); Wing W.Y. Ng (South China University of Technology); Jianjun Zhang (South China Agricultural University)* |
Title | Attention-Driven Dropout: A Simple Augmentation Method to Improve Self-supervised Contrastive Sentence Embeddings |
Authors | Fabian Stermann (LMU Munich); Ilias Chalkidis (University of Copenhagen); Amirhossein Vahidi (Sanger Institute); Bernd Bischl (LMU Munich); Mina Rezaei (LMU Munich)* |
Title | AEMLO: AutoEncoder-Guided Multi-Label Oversampling |
Authors | Ao Zhou (Chongqing University of Posts and Telecommunications); Bin Liu (Chongqing University of Posts and Telecomunications)*; Jin Wang (Chongqing Key Laboratory of Computational Intelligence(Chongqing University of Posts and Telecommunications)); Kaiwei Sun (Chongqing Key Laboratory of Computational Intelligence(Chongqing University of Posts and Telecommunications)); kelin Liu (Chongqing University of Posts and Telecommunications) |
Title | MANTRA: Temporal Betweenness Centrality Approximation through Sampling |
Authors | Antonio Cruciani (Gran Sasso Science Institute)* |
Title | Dimensionality-induced information loss of outliers in deep neural networks |
Authors | Kazuki Uematsu (Toshiba Corporation)*; kosuke haruki (Toshiba); Taiji Suzuki (The University of Tokyo / RIKEN); mitsuhiro kimura (Toshiba); Takahiro Takimoto (Toshiba Corporation); Hideyuki Nakagawa (Toshiba Corporation) |
Title | Towards Open-world Cross-Domain Sequential Recommendation: A Model-Agnostic Contrastive Denoising Approach |
Authors | Wujiang Xu (Xi'an Jiaotong University)*; Xuying Ning (Xi'an Jiaotong University); Wenfang Lin (Mybank); Mingming Ha (MYbank, Ant Group); QIONGXU MA (MYBANK); Qianqiao Liang (MYbank, Ant Group); Xuewen Tao (Ant Group); Linxun Chen (Mybank); Bing Han (Ant group); Minnan Luo (School of Electronic and Information Engineering, Xi'an Jiaotong University) |
Title | MixerFlow: MLP-Mixer meets Normalizing Flows |
Authors | Eshant English (Hasso Plattner Institute, Germany)*; Matthias Kirchler (Hasso Plattner Institute); Christoph Lippert (Hasso Plattner Insitute for Digital Engineering, Universität Potsdam) |
Title | Handling delayed feedback in distributed online optimization : A projection-free approach |
Authors | Tuan-Anh Nguyen (Université Grenoble Alpes)*; Kim Thang Nguyen (LIG, University Grenoble-Alpes); Denis R Trystram (University Grenoble Alpes) |
Title | Secure Dataset Condensation for Privacy-Preserving and Efficient Vertical Federated Learning |
Authors | Dashan Gao (Hong Kong University of Science and Technology)*; Canhui Wu (Xi'an Jiaotong university); Xiaojin Zhang (HUST); Xin Yao (Southern University of Science and Technology); Qiang Yang (Hong Kong UST) |
Title | Neighborhood Component Feature Selection for Multiple Instance Learning Paradigm |
Authors | Giacomo Turri (Istituto Italiano di Tecnologia); Luca Romeo (Department of Economics and Law, University of Macerata)* |
Title | The Future is Different: Predicting Reddits Popularity with Variational Dynamic Language Models |
Authors | Kostadin Cvejoski (Fraunhofer IAIS)*; Ramses Sanchez (University of Bonn); Cesar A Ojeda (University of Potsdam) |
Title | MESS: Coarse-grained Modular Two-way Dialogue Entity Linking Framework |
Authors | pengnian qi (Renmin university of China); Zhiyuan Zha (Renmin University of China); Biao Qin (Renmin University of China)* |
Title | Session - Target Pair: User Intent Perceiving Networks for Session-based Recommendation |
Authors | Tingting Dai (电子科技大学)*; Qiao Liu (University of Electronic Science and Technology of China); Yang Xie (University of Electronic Science and Technology of China); Yue Zeng (University of Electronic Science and Technology of China); Rui Hou (UESTC); Yanglei Gan (University of Electronic Science and Technology of China) |
Title | Hierarchical Fine-grained Visual Classification Leveraging Consistent Hierarchical Knowledge |
Authors | Yuting Liu (Tianjin University)*; Liu Yang (Tianjin University); Yu Wang (Tianjin University) |
Title | Backdoor Attacks with Input-unique Triggers in NLP |
Authors | XUKUN zhou (Renmin University)*; jiwei li (shannonai); Tianwei Zhang (Nanyang Technological University); Lingjuan Lyu (Sony AI); Muqiao Yang (Carnegie Mellon University); Jun He (Renmin University of China) |
Title | Label Privacy Source Coding in Vertical Federated Learning |
Authors | Dashan Gao (Hong Kong University of Science and Technology)*; Sheng Wan ( The Hong Kong University of Science and Technology); Hanlin Gu (HKUST); Lixin Fan (WeBank); Xin Yao (Southern University of Science and Technology); Qiang Yang (Hong Kong UST) |
Title | Error types in Transformer-based Paraphrasing Models: A Taxonomy, Paraphrase Annotation Model and Dataset |
Authors | auday berro (Université Claude Bernard Lyon 1)*; Boualem Benatallah (Dublin City University); Yacine Gaci (Université Claude Bernard Lyon 1); Khalid Benabdeslem (University lyon 1) |
Title | FedHCDR: Federated Cross-Domain Recommendation with Hypergraph Signal Decoupling |
Authors | Hongyu Zhang (Harbin Institute of Technology, Shenzhen)*; Dongyi Zheng (sysu); Lin Zhong (Chongqing University); Xu Yang (Harbin lnstitute of Technology, Shenzhen ); Jiyuan Feng (Harbin Institute of Technology, Shenzhen); Yunqing Feng (Shanghai Pudong Development Bank); Qing Liao (Harbin Institute of Technology (Shenzhen)) |
Title | Data-Agnostic Pivotal Instances Identification for Decision-Making Models |
Authors | Alessio Cascione (University of Pisa); Mattia Setzu (University of Pisa); Riccardo Guidotti (University of Pisa)* |
Title | CIRCUITVQA: A Visual Question Answering Dataset for Electrical Circuit Images |
Authors | Rahul Mehta (IIIT Hyderabad); Bhavyajeet Singh (Microsoft )*; Vasudeva Varma (IIIT Hyderabad); Manish Gupta (Microsoft,India) |
Title | Disentangled Counterfactual Graph Augmentation Framework for Fair Graph Learning with Information Bottleneck |
Authors | Lijing Zheng (Xi’an Jiaotong University)*; Jihong Wang (Xi'an Jiaotong University); Huan Liu (Xi’an Jiaotong University); Minnan Luo (School of Electronic and Information Engineering, Xi'an Jiaotong University) |
Title | A New Framework for Evaluating the Validity and the Performance of Binary Decisions on Manifold-valued Data |
Authors | Anis Fradi (université Clermont Auvergne)*; Chafik Samir (CNRS-UCA) |
Title | Landscape Analysis of Stochastic Policy Gradient Methods |
Authors | Xingtu Liu (Simon Fraser University)* |
Title | Spatiotemporal Covariance Neural Networks |
Authors | Andrea Cavallo (Delft University of Technology)*; Mohammad Sabbaqi (Delft University of Technology); Elvin Isufi (Tu Delft) |
Title | Frequency Enhanced Pre-training for Cross-city Few-shot Traffic Forecasting |
Authors | Zhanyu Liu (Shanghai Jiao Tong University); Jianrong Ding (Shanghai Jiao Tong University); Guanjie Zheng (Shanghai Jiao Tong University)* |
Title | Simple Graph Condensation |
Authors | Zhenbang Xiao (Zhejiang University); Yu Wang (Zhejiang University); Shunyu Liu (Zhejiang University); Huiqiong Wang (Zhejiang University)*; Mingli Song (Zhejiang University); Tongya Zheng (Hangzhou City University) |
Title | Multivariate Traffic Demand Prediction via 2D Spectral Learning and Global Spatial Optimization |
Authors | Changlu Chen (UTS)*; Yanbin Liu (Auckland University of Technology); Ling Chen (" University of Technology, Sydney, Australia"); Chengqi Zhang (University of Technology Sydney) |
Title | Reliable Classifications with Guaranteed Confidence using the Dempster-Shafer Theory of Evidence |
Authors | Marie C Kempkes (Volkswagen Group Innovation)*; Vedran Dunjko (Leiden University); Evert van Nieuwenburg (Leiden University); Jakob Spiegelberg (Volkswagen Group Innovation) |
Title | On the robustness of global feature effect explanations |
Authors | Hubert Baniecki (University of Warsaw)*; Giuseppe Casalicchio (Ludwig-Maximilians-Universität München); Bernd Bischl (LMU Munich); Przemyslaw Biecek (Warsaw University of Technology) |
Title | Federated Learning with Flexible Architectures |
Authors | Jong-Ik Park (Carnegie Mellon University)*; Carlee Joe-Wong (Carnegie Mellon University) |
Title | A Unified Data Augmentation Framework for Low-Resource Multi-Domain Dialogue Generation |
Authors | yongkang liu (Northeastern University)*; Ercong Nie (Ludwig-Maximilians-Univeristät München); Shi Feng (Northeastern University); Zheng Hua (Ludwig-Maximilians-Univeristät München); Zifeng Ding (LMU Munich); Daling Wang (Northeastern University); Yifei Zhang ( Northeastern University); Hinrich Schuetze (University of Munich (LMU)) |
Title | Improving Diversity in Black-box Few-shot Knowledge Distillation |
Authors | Nhan Vo (Deakin University)*; Dang Nguyen (Deakin University); Kien Duc Do (Deakin Unviersity); Sunil Gupta (Deakin University, Australia) |
Title | Self-Pro: Self-Prompt and Tuning Framework for Graph Neural Networks |
Authors | ChengHua Gong (East China Normal University); Xiang Li (East China Normal University)*; Jianxiang Yu (East China Normal University); Yao Cheng (East China Normal University); Jiaqi Tan (East China Normal University); Chengcheng Yu (Shanghai Polytechnic University) |
Title | Variable-Agnostic Causal Exploration for Reinforcement Learning |
Authors | Minh Hoang Nguyen (Deakin University )*; Hung Le (Deakin University); Svetha Venkatesh (Deakin University) |
Title | LayerGLAT: a Flexible Non-Autoregressive Transformer for Single-Pass and Multi-Pass Prediction |
Authors | Shijie Li (University of Technology Sydney)*; Inigo Jauregi Unanue (University of Technology Sydney); MASSIMO PICCARDI (University of Technology Sydney, Australia) |
Title | Generative Modeling with Flow-Guided Density Ratio Learning |
Authors | Alvin Heng (National University of Singapore)*; Abdul Fatir Ansari (National University of Singapore); Harold Soh (National University of Singapore) |
Title | ADR: An Adversarial Approach to Learn Decomposed Representations for Causal Inference |
Authors | Xiangyu Zheng (JD.com, Inc. )*; Guogang Tian (JD.com, Inc. ); Sen Wang (ID.com); Zhixiang Huang (JD.com) |
Title | Data is Moody: Discovering Data Modification Rules from Process Event Logs |
Authors | Marco B Schuster (Airbus Operations GmbH)*; Boris Wiegand (SHS - Stahl-Holding-Saar GmbH & Co. KGaA); Jilles Vreeken (CISPA Helmholtz Center for Information Security) |
Title | A deep cut into Split Federated Self-Supervised Learning |
Authors | Marcin Przewięźlikowski (Jagiellonian University)*; Marcin Osial (Jagiellonian University); Bartosz Zieliński (Jagiellonian University); Marek Smieja (Jagiellonian University) |
Title | Self-certified Tuple-wise Deep Learning |
Authors | Sijia Zhou (University of Birmingham)*; Yunwen Lei (The University of Hong Kong); Ata Kaban (University of Birmingham) |
Title | How Much Training Data is Memorized in Overparameterized Autoencoders? An Inverse Problem Perspective on Memorization Evaluation |
Authors | Koren Abitbul (Ben-Gurion University)*; Yehuda Dar (Ben-Gurion University) |
Title | Continual Neural Computation |
Authors | Matteo Tiezzi (University of Siena)*; Simone Marullo (University of Siena); Federico Becattini (Università di Firenze); Stefano Melacci (University of Siena) |
Title | PINN-BO: A Black-box Optimization Algorithm using Physics-Informed Neural Networks |
Authors | Dat Trong Phan (Deakin University)*; Hung The Tran (Deakin University); Alistair Shilton (Deakin University); Sunil Gupta (Deakin University, Australia) |
Title | Enhancing Sharpness-Aware Minimization by Learning Perturbation Radius |
Authors | Xuehao Wang (Southern University of Science and Technology)*; Weisen Jiang (The Hong Kong University of Science and Technology); Shuai Fu (Southern University of Science and Technology); Yu Zhang (Southern University of Science and Technology) |
Title | SaccadeDet: A Novel Dual-Stage Architecture for Rapid and Accurate Detection in Gigapixel Images |
Authors | Wenxi Li (Shanghai Jiao Tong University)*; Ruxin Zhang (Tsinghua Shenzhen International Graduate School, Tsinghua University); Haozhe Lin (Tsinghua University); Yuchen Guo (Tsinghua University); Chao Ma (Shanghai Jiao Tong University); Xiaokang Yang (Shanghai Jiao Tong University of China) |
Title | Physics-Informed Spatio-Temporal Model for Human Mobility Prediction |
Authors | Quanyan Gao (Zhejiang University); Chao Li (Zhejiang University)*; Qinmin Yang (Zhejiang University) |
Title | Adaptive Seasonal-Trend Decomposition for Streaming Time Series Data with Transitions and Fluctuations in Seasonality |
Authors | Thanapol Phungtua-eng (Shizuoka University)*; Yoshitaka Yamamoto |
Title | Interpretable and Generalizable Spatiotemporal Predictive Learning with Disentangled Consistency |
Authors | Jingxuan Wei (Shenyang institute of computing technology, Chinese academy of sciences; University of Chinese Academy of Sciences)*; Cheng Tan (Zhejiang University & Westlake University); Zhangyang Gao (westlake university); Linzhuang Sun (Shenyang institute of computing technology, Chinese academy of sciences; University of Chinese Academy of Sciences); BiHui Yu (Shenyang institute of computing technology, Chinese academy of sciences); Ruifeng Guo (Shenyang institute of computing technology, Chinese academy of sciences); Stan Z. Li (Westlake University) |
Title | Reinventing Node-Centric Traffic Forecasting for Improved Accuracy and Efficiency |
Authors | Xu Liu (National University of Singapore)*; Yuxuan Liang (The Hong Kong University of Science and Technology (Guangzhou)); Chao Huang (University of Hong Kong); Hengchang Hu (National University of Singapore); Yushi Cao (Nanyang Technological University); Bryan Hooi (National University of Singapore); Roger Zimmermann (NUS) |
Title | Direct-Effect Risk Minimization for Domain Generalization |
Authors | Yuhui Li (Peking University)*; Zejia Wu (University of California, San Diego); Chao Zhang (Peking University); Hongyang Zhang (University of Waterloo) |
Title | Federated Frank-Wolfe Algorithm |
Authors | Ali Dadras (Umeå University)*; Sourasekhar Banerjee (umea university); Karthik Prakhya (Umeå Universitet); Alp Yurtsever (Umeå University) |
Title | Bootstrap Latents of Nodes and Neighbors for Graph Self-Supervised Learning |
Authors | Yunhui Liu (Nanjing University); Huaisong Zhang (Fudan University); Tieke He (Nanjing University)*; Tao Zheng (Nanjing University); Jianhua Zhao (Nanjing University) |
Title | Deep Sketched Output Kernel Regression for Structured Prediction |
Authors | Tamim EL AHMAD (Télécom Paris)*; Junjie Yang (Télécom Paris); Pierre Laforgue (Università degli Studi di Milano); Florence d'Alché-Buc (Télécom Paris) |
Title | Hyperbolic Delaunay Geometric Alignment |
Authors | Aniss Aiman Medbouhi (KTH Royal Institute of Technology)*; Giovanni Luca Marchetti (KTH Royal Institute of Technology); Vladislav Polianskii (KTH Royal Institute of Technology); Alexander Kravberg (KTH Royal Institute of Technology); Petra Poklukar (KTH Royal Institute of Technology); Anastasiia Varava (KTH); Danica Kragic (KTH Royal Institute of Technology) |
Title | Semi Supervised Heterogeneous Domain Adaptation via Disentanglement and Pseudo-Labelling |
Authors | Cassio F. Dantas (TETIS, INRAE, Univ Montpellier)*; Raffaele Gaetano (CIRAD); Dino Ienco (INRAE) |
Title | ApmNet: Toward Generalizable Visual Continuous Control with Pre-Trained Image Models |
Authors | Haitao Wang (School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China)*; Hejun Wu (School of Computer Science and Engineering, SUN YAT-SEN UNIVERSITY) |
Title | AdaHAT: Adaptive Hard Attention to the Task in Task-Incremental Learning |
Authors | Pengxiang Wang (Peking University)*; Hongbo Bo (Newcastle University); Jun Hong (University of the West of England); Weiru Liu (University of Bristol); Kedian Mu (Peking University) |
Title | Probabilistic Circuits with Constraints via Convex Optimization |
Authors | Soroush Ghandi (Eindhoven University of Technology)*; Benjamin Quost (Université de Technologie de Compiègne); Cassio de Campos (TU Eindhoven) |
Title | FedAR: Addressing Client Unavailability in Federated Learning with Local Update Approximation and Rectification |
Authors | Chutian Jiang (Florida State University)*; Hansong Zhou (Florida State University); Xiaonan Zhang (Florida State University); Shayok Chakraborty (Florida State University, USA) |
Title | Selecting from Multiple Strategies Improves the Foreseeable Reasoning of Tool-Augmented Large Language Models |
Authors | Yongchao Wu (Stockholm University)*; Aron Henriksson (Stockholm University) |
Title | Estimating Direct and Indirect Causal Effects of Spatiotemporal Interventions in Presence of Spatial Interference |
Authors | Sahara Ali (University of Maryland, Baltimore County)*; Omar Faruque (University of Maryland, Baltimore County); Jianwu Wang (University of Maryland, Baltimore County) |
Title | Continuous Geometry-Aware Graph Diffusion via Hyperbolic Neural PDE |
Authors | Jiaxu Liu (University of Liverpool)*; Xinping Yi (Southeast University); Sihao Wu (University of Liverpool); Xiangyu Yin (University of Liverpool); Tianle Zhang (University of Liverpool); Xiaowei Huang (Liverpool University); Jin Shi ( Southeast University) |
Title | SpanGNN: Towards Memory-Efficient Graph Neural Networks via Spanning Subgraph Training |
Authors | Xizhi Gu (Beijing University of Posts and Telecommunications); Hongzheng Li (Beijing University of Posts and Telecommunications); Shihong Gao (The Hong Kong University of Science and Technology); Xinyan Zhang (Beijing University of Posts and Telecommunications); Lei Chen (Hong Kong University of Science and Technology); Yingxia Shao (BUPT)* |
Title | AKGNet: Attribute Knowledge-Guided Unsupervised Lung-Infected Area Segmentation |
Authors | Qing En (Carleton University); Yuhong Guo (Carleton University)* |
Title | Diffusion model in Normal Gathering Latent Space for Time Series Anomaly Detection |
Authors | Jiashu Han (Harbin Institute of Technology)*; Shanshan Feng (Centre for Frontier AI Research, A*STAR); Min Zhou (Huawei Technologies co. ltd); Xinyu Zhang (Harbin Institute of Technology Shenzhen); Xutao Li (Harbin Institute of Technology Shenzhen Graduate School); Yew Soon Ong (Nanyang Technological University, Nanyang View, Singapore) |
Title | Permutation Dependent Feature Mixing in TSMixer for Multivariate Time Series Forecasting |
Authors | rikuto yamazono (Wakayama University)*; Hirotaka Hachiya (Graduate School of System Engineering, Wakayama University) |
Title | Prior Bilinear-based Models for Knowledge Graph Completion |
Authors | Jiayi Li (Tsinghua University); Ruilin Luo (Tsinghua University)*; Jiaqi Sun (Carnegie Mellon Uiversity); Jing Xiao (Ping An Insurance (Group) Company of China); Yujiu Yang (Tsinghua University) |
Title | Thinking Like an Author: A Zero-shot Learning Approach to Keyphrase Generation with Large Language Model |
Authors | Siyu Wang (Gusu Laboratory of Materials)*; Shengran Dai (Gusu Laboratory of Materials); Jianhui Jiang (Gusu Laboratory of Materials) |
Title | Molecular Graph Representation Learning via Structural Similarity Information |
Authors | Chengyu Yao (University of Chinese Academy of Sciences,Institute of Software Chinese Academy of Sciences); Hong Huang (State Key Laboratory of Computer Science, Institute of Software, Chinese Academy of Sciences); Hang Gao (Institute of Software Chinese Academy of Sciences ); Fengge Wu (Institute of Software Chinese Academy of Sciences)*; Haiming Chen (State Key Laboratory of Computer Science, Institute of Software, Chinese Academy of Sciences); Junsuo Zhao (Science and Technology on Integrated Information System Laboratory Institute of Software Chinese Academy of Sciences) |
Title | Efficient Privacy-preserving Truth Discovery and Copy Detection in Crowdsourcing |
Authors | Xiu FANG (Donghua University); Xinyang Du (Donghua University)*; Hao Chen (Donghua University); Ziqi Wei (Institute of Automation, CAS); Guohao Sun (Donghua university); yong zhan (linkingfresh.LTD) |
Title | FCFL: A Fairness Compensation-based Federated Learning Scheme with Accumulated Queues |
Authors | Lingfu Wang (University of Electronic Science and Technology of China); Zuobin Xiong (University of Nevada, Las Vegas); Guangchun Luo (University of Electronic Science and Technology of China); Wei Li (Georgia State University); Aiguo Chen (University of Electronic Science and Technology of China)* |
Title | MMDL-based Data Augmentation with Domain Knowledge for Time Series Classification |
Authors | Xiaosheng Li (Ant Group); Yifan Wu (Peking University)*; Wei Jiang (Ant Group); Ying Li (Peking University); Jianguo Li (Ant Group) |
Title | FALCUN: A Simple and Efficient Deep Active Learning Strategy |
Authors | Sandra Gilhuber (Ludwig-Maximilians-Universität München)*; Anna Beer (University of Vienna); Yunpu Ma (Ludwig-Maximilians-Universität München); Thomas Seidl (LMU Munich) |
Title | Model Fusion via Neuron Transplantation |
Authors | Muhammed Öz (Karlsruhe Institute of Technology)*; Nicholas Kiefer ( Karlsruhe Institute of Technology); Charlotte Debus (Karlsruhe Institute of Technology); Jasmin Hörter (Karlsruhe Institute for Technology (KIT)); Achim Streit (Karlsruhe Institute for Technology); Markus Götz (Karlsruhe Institute of Technology (KIT)) |
Title | Cut-Stitch: a Simple and Effective Data Augmentation Method for Industrial Inspection |
Authors | Haigen Hu (Zhejiang University of Technology)*; Jingshan Hong (Zhejiang University of Technology); Kangkang Song (Ningbo Institute of Materials Technology&Engineering,Chinese Academy of Sciences); Jinwei Zhu (Hangzhou Lufu Intelligent Technology Co., Ltd); Weilun Ren (Ningbo Institute of Materials Technology & Engineering, Chinese Academy of Sciences) |
Title | Compressed Federated Reinforcement Learning with a Generative Model |
Authors | Ali Beikmohammadi (Stockholm University)*; Sarit Khirirat (King Abdullah University of Science and Technology (KAUST)); Sindri Magnusson (Stockholm University) |
Title | Walking Noise: On Layer-Specific Robustness of Neural Architectures against Noisy Computations and Associated Characteristic Learning Dynamics |
Authors | Hendrik Borras (Heidelberg University)*; Bernhard Klein (Heidelberg University); Holger Froening (University of Heidelberg) |
Title | KAFÈ: Kernel Aggregation for FEderated |
Authors | Pian Qi (Università degli Studi di Napoli Federico II); Diletta Chiaro (Università degli Studi di Napoli Federico II)*; Fabio Giampaolo (University of Naples Federico II); Francesco Piccialli |
Title | On Suppressing Range of Adaptive Stepsizes of Adam to Improve Generalisation Performance |
Authors | Guoqiang Zhang (University of Technology Sydney)* |
Title | Graph Attention Network with Relational Dynamic Factual Fusion for Knowledge Graph Completion |
Authors | Mei Yu (Tianjin University); Yilin Zuo (Tianjin University)*; Wenbin Zhang (Tianjin university); Mankun Zhao (Tianjin University); Tianyi Xu (Tianjin University); Yue Zhao (Tianjin university); Jiujiang Guo (Tianjin university); Jian Yu (Tianjin University) |
Title | Robust distilled learning for Open Domain Spoken Language Understanding: Leveraging Noisy Teacher and Consistency Guided Students |
Authors | cheng chen (university of technology sydney)*; Bowen Xing (University of Technology Sydney); Ivor Tsang (A*STAR CFAR) |
Title | The Price of Labelling: A Two-Phase Federated Self-Learning Approach |
Authors | TAHANI ABED ALADWANI (University of Glasgow); Shameem Puthiya Parambath (University of Glasgow); Christos Anagnostopoulos (University of Glasgow)*; Fani Deligianni (University of Glasgow) |
Title | Disentangled Representations for Continual Learning: Overcoming Forgetting and Facilitating Knowledge Transfer |
Authors | Zhaopeng Xu (Peking University)*; Qi Qin (Peking University); Bing Liu (UIC); Dongyan Zhao (Peking Univeristy) |
Title | On the Calibration of Epistemic Uncertainty: Principles, Paradoxes and Conflictual Loss |
Authors | Mohammed Fellaji (CentraleSupélec - LORIA)*; Frédéric Pennerath (CentraleSupélec - LORIA); Brieuc CONAN-GUEZ (LORIA); Miguel Couceiro (LORIA) |
Title | Improving the Evaluation and Actionability of Explanation Methods for Multivariate Time Series Classification |
Authors | Davide Italo DI Serramazza (University College Dublin)*; Thach Le Nguyen (University College Dublin); Georgiana Ifrim (University College Dublin) |
Title | Novel Node Category Detection Under Subpopulation Shift |
Authors | Hsing-Huan Chung (The University of Texas at Austin)*; Shravan S Chaudhari (Johns Hopkins University); Yoav Wald (New York University); Xing Han (The University of Texas at Austin); Joydeep Ghosh (UT Austin) |
Title | SynODC: Utilizing the Syntactic Structure for Outlier Detection in Categorical Attributes |
Authors | Arthur Zylinski (Utrecht University); Abdulhakim Qahtan (Utrecht University)* |
Title | FELIX: Automatic and Interpretable Feature Engineering Using LLMs |
Authors | Simon Malberg (Technical University of Munich)*; Edoardo Mosca (Technical University of Munich); Georg Groh (Technical University of Munich) |
Title | Functional Latent Dynamics for Irregularly Sampled Time Series Forecasting |
Authors | Christian Klötergens (Information Science and Machine Learning Lab University of Hildesheim)*; Vijaya Yalavarthi (Information Systems and Machine Learning Lab, University of Hildesheim); Maximilian Stubbemann (Information Systems and Machine Learning Lab, University of Hildesheim); Lars Schmidt-Thieme (Universität Hildesheim) |
Title | Harnessing Superclasses for Learning from Hierarchical Databases |
Authors | Nicolas Urbani (Heudiasyc UMR 7253)*; Sylvain Rousseau (UTC); Yves Grandvalet (CNRS / UTC); Leonardo Tanzi (Politecnico di Torino) |
Title | Approximation Error of Sobolev Regular Functions with Tanh Neural Networks: Theoretical Impact on PINNs |
Authors | Benjamin Girault (Inria)*; Rémi Emonet (Unversité Saint-Etienne); Jordan Frecon (Université Jean Monnet Saint-Etienne, CNRS, Institut d Optique Graduate School, Inria, Laboratoire Hubert Curien); Amaury Habrard (University of St-Etienne, Lab. H. Curien); Marc Sebban (Jean Monnet University) |
Title | A Theoretically Grounded Extension of Universal Attacks from the Attacker's Viewpoint |
Authors | Jordan Frecon (Université Jean Monnet Saint-Etienne, CNRS, Institut d Optique Graduate School, Inria, Laboratoire Hubert Curien)*; Paul Viallard (INRIA Rennes); Emilie Morvant (University Jean Monnet, St-Etienne); Amaury Habrard (University of St-Etienne, Lab. H. Curien); Gilles Gasso (INSA Rouen); Stéphane Canu (INSA Rouen Normandie) |
Title | Linear Modeling of the Adversarial Noise Space |
Authors | Jordan Frecon (Université Jean Monnet Saint-Etienne, CNRS, Institut d Optique Graduate School, Inria, Laboratoire Hubert Curien)*; Lucas Anquetil (Insa Rouen); YUAN LIU (INSA-ROUEN); Gilles Gasso (INSA Rouen); Stéphane Canu (INSA Rouen Normandie) |
Title | Classifier-free graph diffusion for molecular property targeting |
Authors | Matteo Ninniri (University of Pisa)*; Marco Podda (University of Pisa); Davide Bacciu (Univeristy of Pisa) |
Title | Sparse Explanations of Neural Networks Using Pruned Layer-Wise Relevance Propagation |
Authors | Paulo Yanez Sarmiento (Hasso Plattner Institute)*; Simon Witzke (Hasso Plattner Institute); Nadja Klein (Trustworthy Data Science and Security (UA Ruhr) Department of Statistics (Technische Universität Dortmund)); Bernhard Renard (Hasso Plattner Institute) |
Title | ILPO-NET: Network for the invariant recognition of arbitrary volumetric patterns in 3D |
Authors | Dmitrii Zhemchuzhnikov (Universite Grenoble Alpes)*; Sergei Grudinin (LJK CNRS, Universite Grenoble Alpes) |
Title | Deep Domain Isolation and Sample Clustered Federated Learning for semantic segmentation |
Authors | Matthis Manthe (CREATIS - LIRIS)*; Carole Lartizien (CREATIS); Stefan Duffner (University of Lyon) |
Title | Learning Model Agnostic Explanations via Constraint Programming |
Authors | Frederic Koriche (Univ. d'Artois, CRIL CNRS UMR 8188)*; Jean-Marie Lagniez (CNRS CRIL); Stefan Mengel (CNRS CRIL); Chi Tran (CNRS CRIL) |
Title | Pointer-Guided Pre-Training: Infusing Large Language Models with Paragraph-Level Contextual Awareness |
Authors | Lars Hillebrand (Fraunhofer IAIS and University of Bonn)*; Prabhupad Pradhan (Fraunhofer IAIS); Christian Bauckhage (Fraunhofer IAIS); Rafet Sifa (Fraunhofer IAIS) |
Title | Fair densest subgraph across multiple graphs |
Authors | Chamalee Nisanala Wickrama Arachchi (University of Helsinki)*; Nikolaj Tatti (Helsinki University) |
Title | Wiser than the Wisest of Crowds: The Asch Effect and Polarization Revisited |
Authors | Dragos Ristache (Boston University)*; Fabian C Spaeh (Boston University); Charalampos Tsourakakis (Boston University ) |
Title | A Human-Centric Assessment of the Usefulness of Attribution Methods in Computer Vision |
Authors | Wiem Ben Rim (NEC Laboratories Europe); Ammar Shaker (NEC Laboratories Europe)*; Zhao Xu (NEC Laboratories Europe); Kiril Gashteovski (NEC Laboratories Europe); Bhushan Kotnis (NEC Laboratories Europe Gmbh); Carolin Lawrence (NEC Laboratories Europe); Jürgen Quittek (NEC Laboratories Europe GmbH); Sascha Saralajew (NEC Laboratories Europe GmbH) |
Title | Leveraging Plasticity in Incremental Decision Trees |
Authors | Marco Heyden (Karlsruhe Institute of Technology)*; Heitor M Gomes (Victoria University of Wellington); Edouard Fouché (Karlsruhe Institute of Technology (KIT)); Bernhard Pfahringer (University of Waikato); Klemens Böhm (Karlsruhe Institute of Technology (KIT)) |
Title | Fast-FedUL: A Training-Free Federated Unlearning with Provable Skew Resilience |
Authors | Huynh T Trung (Griffith University); Bang Nguyen Trong (Hanoi University of Science and Technology); Phi Le Nguyen (Hanoi University of Science and Technology)*; Thanh Tam Nguyen (Griffith University); Matthias Weidlich (Humboldt-Universität zu Berlin); Quoc Viet Hung Nguyen (Griffith University); Karl Aberer (EPFL) |
Title | Input Compression with Positional Consistency for Efficient Training and Inference of Transformer Neural Networks |
Authors | Amrit Nagarajan (Purdue University)*; Anand Raghunathan (Purdue) |
Title | Individual Fairness with Group Awareness under Uncertainty |
Authors | Zichong Wang (Florida International University)*; Jocelyn T Dzuong (Florida International University); Xiaoyong Yuan (Clemson University); Zhong Chen (Southern Illinois University); Yanzhao Wu (Florida International University); Xin Yao (Southern University of Science and Technology); Wenbin Zhang (Florida International University) |
Title | Generalizing Reward Modeling for Out-of-Distribution Preference Learning |
Authors | Chen Jia (SI-TECH Information Technology)* |
Title | FedPrime: An Adaptive Critical Learning Periods Control Framework for Efficient Federated Learning in Heterogeneity Scenarios |
Authors | Haizhou Du (Shanghai University of Electric Power)*; Zhiyuan Yang (Shanghai University of Electric Power) |
Title | Author, Content or Sharers? Estimating Spread Dynamics with Bayesian Mixture Hawkes |
Authors | Pio Gabrielle B Calderon (University of Technology Sydney)*; Marian-Andrei Rizoiu (University of Technology Sydney) |
Title | Disagreement Evaluation of Solutions for Math Word Problem |
Authors | Yehui Xu (Yunnan University); Xuejie Zhang (Yunnan University); Jin Wang (Yunnan University); Xiaobing Zhou (Yunnan University)* |
Title | Co-attention and Contrastive Learning Driven Knowledge Tracing |
Authors | Ning Zheng (South China Normal University); Zhilong SHAN (South China Normal University)* |
Title | TiNID: A Transfer and Interpretable LLM-enhanced Framework for New Intent Discovery |
Authors | Shun Zhang (Beihang University)*; Chaoran Yan (Beihang University); Jian Yang (Alibaba DAMO Academy); wei zhang (Beihang University); Changyu Ren (Beihang University); Tongliang Li (Beihang University); Jiaqi Bai (Beihang University); Zhoujun Li (Beihang University) |
Title | Memory-enhanced Emotional Support Conversations with Motivation-driven Strategy Inference |
Authors | Hao Wang (Northwestern Polytechnical University); Bin Guo (Northwestern Polytechnical University)*; Mengqi Chen (Northwestern Polytechnical University); Yasan Ding (Northwestern Polytechnical University); Qiuyun Zhang (Northwestern Polytechnical University); Ying Zhang (Northwestern Polytechnical University); Zhiwen Yu (Northwestern Polytechnical University) |
Title | Semi-Automated Construction of Complex Knowledge Base Question Answering Dataset using Large Language Model |
Authors | Lily Hoang (Agency for Science, Technology and Research, A*STAR, Singapore)*; Fiona Liausvia (Agency for Science, Technology and Research, A*STAR, Singapore); Yan Liu (Nanyang Technological University, Singapore); Thanh-Son Nguyen (Agency for Science, Technology and Research, A*STAR, Singapore) |
Title | Graphical Model-Based Lasso for Weakly Dependent Time Series of Tensors |
Authors | Dorcas Ofori-Boateng (Portland State University)*; Jaidev Goel (The University Of Texas at Dallas); Yulia R. Gel (The University of Texas at Dallas); Ivor Cribben (University of Alberta) |
Title | Multi-Label Adaptive Batch Selection by Highlighting Hard and Imbalanced Samples |
Authors | Ao Zhou (Chongqing University of Posts and Telecommunications); Bin Liu (Chongqing University of Posts and Telecomunications)*; zhaoyang peng (Chongqing University of Posts and Telecommunications); Jin Wang (Chongqing Key Laboratory of Computational Intelligence(Chongqing University of Posts and Telecommunications)); Grigorios Tsoumakas (Aristotle University of Thessaloniki) |
Title | Quantification over Time |
Authors | Feiyu Li (University of New South Wales)*; Hassan Habibi Gharakheili (University of New South Wales); Gustavo Batista ( UNSW) |
Title | Approximating the Graph Edit Distance with Compact Neighborhood Representations |
Authors | Franka Bause (University of Vienna)*; Christian Permann (University of Vienna); Nils M Kriege (University of Vienna) |
Title | Online $\mathrm{L}^{\natural}$-Convex Minimization |
Authors | Ken Yokoyama (Kyushu University)*; Shinji Ito (The University of Tokyo /NEC Corporation (affiliation upon submission)/ RIKEN AIP); Tatsuya Matsuoka (NEC Corporation); Kei Kimura (Kyushu University); Makoto Yokoo (Kyushu University, Japan) |
Title | Preserving real-world robustness of neural networks under sparsity constraints |
Authors | Jasmin Viktoria Gritsch (Graz University of Technology); Robert Legenstein (Graz University of Technology); Ozan Özdenizci (Graz University of Technology)* |
Title | LTCR: Long Temporal Characteristic Reconstruction for Segmentation in Contrastive Learning |
Authors | Yang He (Zhejiang University)*; Yuhan Wu (Zhejiang University); Junru Zhang (Zhejiang University); Yabo Dong (Zhejiang University) |
Title | LATuner: An LLM-enhanced Database Tuning System based on Adaptive Surrogate Model |
Authors | ChongJiong Fan (South China University of Technology); Zhicheng Pan (East China Normal University); Wenwen Sun (East China Normal University); Chengcheng Yang (East China Normal University); Wei-Neng Chen (South China University of Technology)* |
Title | Improving Meta-learning for Few-shot Text Classification via Label Propagation |
Authors | Haorui Li (University of Electronic Science and Technology of China); Jie Shao (University of Electronic Science and Technology of China); Xiangqiang Zeng (University of Electronic Science and Technology of China); Hui Xu (University of Electronic Science and Technology of China)* |
Title | Zero-cost Transition to Multi-Document Processing in Summarization with Multi-Channel Attention |
Authors | Minh-Quang Nguyen (VNU University of Engineering and technology)*; Duy-Cat Can (VNU University of Engineering and Technology); Hoang-Quynh Le (University of Engineering and Technology) |
Title | PSP: Pre-Training and Structure Prompt Tuning for Graph Neural Networks |
Authors | Qingqing Ge (East China Normal University); Zeyuan Zhao (East China Normal University); Yiding Liu (Baidu Inc.); Anfeng Cheng (Baidu Inc.); Xiang Li (East China Normal University)*; Shuaiqiang Wang (Baidu Inc.); Dawei Yin (Baidu) |
Title | Rejection Ensembles with Online Calibration |
Authors | Sebastian Buschjäger (TU Dortmund Artificial Intelligence Unit)* |
Title | Lighter, Better, Faster Multi-Source Domain Adaptation with Gaussian Mixture Models and Optimal Transport |
Authors | Eduardo F Montesuma (Université Paris-Saclay)*; NGOLE MBOULA Fred Maurice (Commissariat à l'énergie atomique (CEA)); Antoine Souloumiac (CEA) |
Title | Subgraph Retrieval Enhanced by Graph-Text Alignment for Commonsense Question Answering |
Authors | Boci Peng (Peking University)*; Yongchao Liu (Ant Group); Xiaohe Bo (Beijing Normal University); Sheng Tian (Ant Group); Baokun Wang (Ant Group); Chuntao Hong (Ant Group); Yan Zhang (Peking University) |
Title | HetCAN: A Heterogeneous Graph Cascade Attention Network with Dual-Level Awareness |
Authors | Zeyuan Zhao (East China Normal University); Qingqing Ge (East China Normal University); Anfeng Cheng (Baidu Inc.); Yiding Liu (Baidu Inc.); Xiang Li (East China Normal University)*; Shuaiqiang Wang (Baidu Inc.) |
Title | Interpetable Target-Feature Aggregation for Multi-Task Learning based on Bias-Variance Analysis |
Authors | Paolo Bonetti (Politecnico di Milano)*; Alberto Maria Metelli (Politecnico di Milano); Marcello Restelli (Politecnico di Milano) |
Title | The Simpler The Better: An Entropy-Based Importance Metric To Reduce Neural Networks' Depth |
Authors | Victor Quetu (Télécom Paris - Institut Polytechnique de Paris)*; Zhu LIAO (Télécom Paris - Institut Polytechnique de Paris); Enzo Tartaglione (Télécom Paris - Institut Polytechnique de Paris) |
Title | Towards Few-shot Self-explaining Graph Neural Networks |
Authors | Jingyu Peng (University of Science and Technology of China)*; Qi Liu (" University of Science and Technology of China, China"); Linan Yue (University of Science and Technology of China); ZAIXI ZHANG (University of Science and Technology of China); Kai Zhang (University of Science and Technology of China); Yunhao Sha (University of Science and Technology of China) |
Title | Uplift Modeling under Limited Supervision |
Authors | George Panagopoulos (University of Luxembourg)*; Daniele Malitesta (CentraleSupélec, Université Paris-Saclay); Fragkiskos Malliaros (CentraleSupelec); Jun Pang (University of Luxembourg) |
Title | Self-supervised Temporal and Spatial Normality Learning for Time Series Anomaly Detection |
Authors | Yutong Chen (Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences)*; Hongzuo Xu (Intelligent Game and Decision Lab (IGDL)); Guansong Pang (Singapore Management University); Hezhe Qiao (Singapore Managment University); Yuan Zhou (Artificial Intelligence Research Center, DII); Mingsheng Shang (Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences) |
Title | Modeling Text-Label Alignment for Hierarchical Text Classification |
Authors | Ashish Kumar (Indian Institute of Technology Roorkee)*; Durga Toshniwal (IIT Roorkee) |
Title | Secure Aggregation is Not Private Against Membership Inference Attacks |
Authors | Khac-Hoang Ngo (Chalmers University of Technology)*; Johan Östman (AI Sweden); Giuseppe Durisi (Chalmers University of Technology); Alexandre Graell i Amat (Chalmers University of Technology) |
Title | Evaluating Negation with Multi-way Joins Accelerates Class Expression Learning |
Authors | Nikolaos Karalis (DICE Group, Department of Computer Science, Paderborn University)*; Alexander Bigerl (DICE Group, CS Department, Paderborn University); Caglar Demir (Paderborn University); Liss Heidrich (DICE Group, Department of Computer Science, Paderborn University); Axel Ngonga (University of Paderborn) |
Title | LayeredLiNGAM: A Practical and Fast Method for Learning a Linear Non-Gaussian Structural Equation Model |
Authors | Hirofumi Suzuki (Fujitsu Limited)* |
Title | Enhanced Bayesian Optimization via Preferential Modeling of Abstract Properties |
Authors | Arun Kumar Anjanapura Venkatesh (Deakin University)*; Alistair Shilton (Deakin University); Sunil Gupta (Deakin University, Australia); Santu Rana (Deakin University, Australia); Stewart E Greenhill (Deakin University); Svetha Venkatesh (Deakin University) |
Title | Hierarchical Graph Contrastive Learning for Review-enhanced Recommendation |
Authors | Changsheng Shui (中国海洋大学); Xiang Li (Ocean University of China); Jianpeng Qi (Ocean University of China ); Guiyuan Jiang (Ocean University of China); Yanwei Yu (Ocean University of China)* |
Title | Enhancing LLM's Reliability by Iterative Verification Attributions with Keyword Fronting |
Authors | Yize Sui (National University of Defense Technology)*; Ji Wang (National University of Defense Technology); Jing Ren (NUDT); Huibin Tan (National University of Defense Technology); huan chen (National University of Defense Technology); Zhaoye Li (National University of Defense Technology) |
Title | Reconstructing the Unseen: Attributed Graph Imputation with Optimal Transport |
Authors | Richard Serrano (Laboratoire Hubert Curien)*; Baptiste Jeudy; Christine Largeron (LabHC Lyon University); Charlotte Laclau (Polytechnique Institute, Télécom Paris) |
Title | Introducing Total Harmonic Resistance for Graph Robustness under Edge Deletions |
Authors | Lukas Berner (Humboldt-Universität zu Berlin)*; Henning Meyerhenke (Humboldt-Universität zu Berlin) |
Title | Counterfactual-based Root Cause Analysis for Dynamical Systems |
Authors | Juliane Weilbach (Robert Bosch GmbH)*; Sebastian Gerwinn (Bosch Center for Artificial Intelligence); Karim Said Said Barsim (Bosch Center for Artificial Intelligence); Martin Fraenzle (Carl von Ossietzky Universität Oldenburg) |
Title | Dropout Regularization in Extended Generalized Linear Models based on Double Exponential Families |
Authors | Benedikt Lütke Schwienhorst (Mathematical Statistics and Stochastic Processes, Department of Mathematics, University of Hamburg)*; Lucas Kock (Technische Universität Dortmund); Nadja Klein (Trustworthy Data Science and Security (UA Ruhr) Department of Statistics (Technische Universität Dortmund)); David Nott (National University of Singapore) |
Title | GLADformer: A Mixed Perspective for Graph-level Anomaly Detection |
Authors | Fan mark Xu (University of Science and Technology of China)*; Nan Wang (Beijing Jiaotong University); Hao Wu (university of science and technology of science); Xuezhi Wen (Beijing Jiaotong University); Dalin Zhang (Beijing Jiaotong University); siyang lu (Beijing jiaotong university); Binyong Li (Advanced Cryptography and System Security Key Laboratory of Sichuan Province); Wei Gong (University of Science and Technology of China); Hai Wan (Tsinghua University); Xibin Zhao (Tsinghua University) |
Title | HiGraphDTI: Hierarchical Graph Representation Learning for Drug-Target Interaction Prediction |
Authors | Bin Liu (Chongqing University of Posts and Telecomunications); Wu Siqi (Chongqing University of Posts and Telecommunications); Jin Wang (Chongqing Key Laboratory of Computational Intelligence(Chongqing University of Posts and Telecommunications))*; Xin Deng (Chongqing Key Laboratory of Computational Intelligence(Chongqing University of Posts and Telecommunications)); Ao Zhou (Chongqing University of Posts and Telecommunications) |
Title | On the Two Sides of Redundancy in Graph Neural Networks |
Authors | Franka Bause (University of Vienna)*; Samir Moustafa (University of Vienna); Johannes Langguth (Simula Research Laboratory); Wilfried Gansterer (Universität Wien); Nils M Kriege (University of Vienna) |
Title | Linear Contextual Bandits with Hybrid Payoff: Revisited |
Authors | Nirjhar Das (Microsoft Research)*; Gaurav Sinha (Microsoft Research) |
Title | Policy Control with Delayed, Aggregate, and Anonmyous Feedback |
Authors | Guilherme Dinis Junior (Stockholm University)*; Sindri Magnusson (Stockholm University); Jaakko Hollmen |
Title | DiffVersify: a scalable approach to differentiable pattern mining with coverage regularization |
Authors | Thibaut Chataing (Liris); Julien Perez (EPITA, France); Marc Plantevit (EPITA, France); Celine Robardet (INSA Lyon, France)* |
Title | Data with Density-Based Clusters: A Generator for Systematic Evaluation of Clustering Algorithms |
Authors | Philipp Jahn (LMU Munich)*; Christian M.M. Frey (Fraunhofer IIS); Anna Beer (University of Vienna); Collin Leiber (LMU Munich); Thomas Seidl (LMU Munich) |
Title | Model-Based Reinforcement Learning with Multi-Task Offline Pretraining |
Authors | Minting Pan (Shanghai Jiao Tong University); Yiitao Zheng (Shanghai Jiao Tong University); Yunbo Wang (Shanghai Jiao Tong University)*; Xiaokang Yang (Shanghai Jiao Tong University of China) |
Title | Advancing Graph Counterfactual Fairness through Fair Disentangled Representation |
Authors | Zichong Wang (Florida International University)*; Zhibo Chu (University of Science and Technology of China); Ronald Blanco (Florida International University); Zhong Chen (Southern Illinois University); Shu-Ching Chen (University of Missouri-Kansas City); Wenbin Zhang (Florida International University) |
Title | Continuously deep recurrent neural networks |
Authors | Andrea Ceni (University of Pisa)*; Peter Ford Dominey (INSERM); Claudio Gallicchio (University of Pisa); Alessio Micheli (University of Pisa); Luca Pedrelli (Università di Pisa); Domenico Tortorella (University of Pisa) |
Title | Dynamics Adaptive Safe Reinforcement Learning with a Misspecified Simulator |
Authors | Ruiqi Xue (Nanjing University); Ziqian Zhang (Nanjing University); Lihe Li (Nanjing University); Feng Chen (Nanjing University); Yi-Chen Li (Nanjing University); Yang Yu (Nanjing University); Lei Yuan (Nanjing University)* |
Title | Improved Topology Features for Node Classification on Heterophilic Graphs |
Authors | Yurui Lai (ShanghaiTech University)*; taiyan Zhang (ShanghaiTech); Rui Fan (ShanghaiTech University) |
Title | Fast Redescription Mining Using Locality-Sensitive Hashing |
Authors | Maiju Karjalainen (University of Eastern Finland)*; Esther Galbrun (University of Eastern Finland); Pauli Miettinen (University of Eastern Finland) |
Title | σ-GPTs: A New Approach to Autoregressive Models |
Authors | Arnaud Pannatier (Idiap Research Institute)*; Evann Courdier (Idiap Research Institute); François Fleuret (University of Geneva) |
Title | FairFlow: An Automated Approach to Model-based Counterfactual Data Augmentation for NLP |
Authors | Ewoenam Kwaku Tokpo (University of Antwerp)*; Toon Calders (Universiteit Antwerpen) |
Title | GrINd: Grid Interpolation Network for Scattered Observations |
Authors | Andrzej Dulny (University of Würzburg)*; Paul Heinisch (University of Wuerzburg); Andreas Hotho (University of Wuerzburg); Anna Krause (University of Würzburg) |
Title | MEGA: Multi-Encoder GNN Architecture for stronger task collaboration and generalization |
Authors | Faraz Khoshbakhtian (University of Toronto)*; Gaurav Oberoi (Mastercard ); Dionne Aleman (University of Toronto); Siddhartha Asthana (Mastercard) |
Title | Automated Design of Linear Bounding Functions for Sigmoidal Nonlinearities in Neural Networks |
Authors | Matthias König (Leiden University)*; Xiyue Zhang (University of Oxford); Holger Hoos (RWTH Aachen University); Marta Kwiatkowska (Oxford University); Jan N. Van Rijn (Leiden University) |
Title | MetaQuRe: Meta-Learning from Model Quality and Resource Consumption |
Authors | Raphael Fischer (TU Dortmund University)*; Marcel Wever (LMU Munich); Sebastian Buschjäger (TU Dortmund Artificial Intelligence Unit); Thomas Liebig (TU Dortmund Artificial Intelligence Unit ) |
Title | Semantic-Propagation Structure Transfer Learning for Robust Fake News Detection |
Authors | Mengyang Chen (Institute of Information Engineering,Chinese Academy of Sciences); Lingwei Wei (Institute of Information Engineering,Chinese Academy of Sciences; School of Cyber Security, University of Chinese Academy of Sciences)*; Han Cao (Institute of Information Engineering,Chinese Academy of Sciences; School of Cyber Security, University of Chinese Academy of Sciences); Wei Zhou (Institute of Information Engineering, School of Cyber Security, University of Chinese Academy of Sciences); yan zhou (State Key Laboratory of Communication Content Cognition,People's Daily Online); Songlin Hu (Institute of Information Engineering,Chinese Academy of Sciences) |
Title | Exploring Contrastive Learning for Long-Tailed Multi-Label Text Classification |
Authors | AUDIBERT AA Alexandre (Grenoble Computer Laboratory)*; Aurelien Gauffre (Laboratoire d'Informatique de Grenoble); Massih-Reza Amini (Univ. Grenoble Alpes) |
Title | Simultaneous linear connectivity of neural networks modulo permutation |
Authors | Ekansh Sharma (University of Toronto)*; Devin Kwok (Mila); Tom Denton (Google); Daniel Roy (U of T); David Rolnick (McGill University, Mila); Gintare Karolina Dziugaite (Google Research) |
Title | Efficiently Predicting Mutational Effect on Homologous Proteins by Evolution Encoding |
Authors | Zhiqiang ZHONG (Aarhus University)*; Davide Mottin (Aarhus University) |
Title | Fast Fishing: Approximating BAIT for Efficient and Scalable Deep Active Image Classification |
Authors | Denis Huseljic (University of Kassel)*; Paul Hahn (University of Kassel); Marek Herde (University of Kassel); Lukas Rauch (University of Kassel); Bernhard Sick (University of Kassel) |
Title | Understanding Domain-Size Generalization in Markov Logic Networks |
Authors | Florian Chen (TU Wien); Felix Q Weitkämper (LMU München); Sagar Malhotra (TU Wien)* |
Title | Retrieval-Augmented Mining of Temporal Logic Specifications from Data |
Authors | Gaia Saveri (University of Pisa)*; Luca Bortolussi (University of Trieste) |
Title | Interpretable and Fair Mechanisms for Abstaining Classifiers |
Authors | Daphne Lenders (University of Antwerp)*; Andrea Pugnana (University of Pisa); Roberto Pellungrini (University of Pisa); Toon Calders (Universiteit Antwerpen); Fosca Giannotti (Scuola Normale Superiore); Dino Pedreschi (University of Pisa) |
Title | CAM-Based Methods Can See through Walls |
Authors | Magamed Taimeskhanov (Université Côte d'Azur)*; Ronan Sicre (LIS); Damien Garreau (Université Côte d'Azur) |
Title | Making Alice Appear Like Bob: A Probabilistic Preference Obfuscation Method For Implicit Feedback Recommendation Models |
Authors | Gustavo Escobedo (Johannes Kepler University Linz)*; Marta Moscati (Johannes Kepler University Linz); Peter Müllner (Know-Center); Simone Kopeinik (Know-Center); Dominik Kowald (Know-Center); Elisabeth Lex (TU Graz); Markus Schedl (Johannes Kepler University Linz) |
Title | Boosting Long-Tail Data Classification with Sparse Prototypical Networks |
Authors | Alexei G Figueroa (Berliner Hochschule für Technik)*; Jens-Michalis Papaioannou (Berliner Hochschule für Technik); Conor Fallon (Berliner Hochschule für Technik); Alexandra Bekiaridou (Elmezzi Graduate School of Molecular Medicine); Keno Kyrill Bressem (German Heart Center Munich, Institute of radiology and nuclear medicine, technical university Munich); Felix Alexander Gers (Berliner Hochschule Für Technik); Stavros Zanos (Feinstein Institutes for Medical Research); Wolfgang Nejdl (L3S Research Center); Alexander Löser (Beuth Hochschule für Technik Berlin) |
Title | Leiden-Fusion Partitioning Method for Effective Distributed Training of Graph Embeddings |
Authors | YUHE BAI (Sorbonne University)*; Camelia Constantin (University Pierre et Marie Curie); Hubert Naacke (LIP6 - Sorbonne Université) |
Title | A Unified Contrastive Loss for Self-Training |
Authors | Aurelien Gauffre (Laboratoire d'Informatique de Grenoble)*; Julien Horvat (Laboratoire d'Informatique de Grenoble); Massih-Reza Amini (Univ. Grenoble Alpes) |
Title | Achieving Counterfactual Explanation for Sequence Anomaly Detection |
Authors | He Cheng (Utah State University)*; Depeng Xu (University of North Carolina at Charlotte); Shuhan Yuan (Utah State University); Xintao Wu (University of Arkansas) |
Title | Hierarchical Structure-aware Graph Prompting for Drug-Drug Interaction Prediction |
Authors | Yuhan Ye (University of Science and Technology of China)*; Jingbo Zhou (Baidu Inc.); Shuangli Li (University of Science and Technology of China); Congxi Xiao (University of Science and Technology of China); Haochao Ying (Zhejiang University); Hui Xiong (Hong Kong University of Science and Tech) |
Title | Frugal Generative Modeling with Density Probes for Tabular Data |
Authors | Alice Lacan (Université Paris-Saclay, IBISC/LISN/CNRS)*; Blaize Hanczar (University of Evry); Michele Sebag (CNRS, Université Paris-Saclay) |
Title | Employing Two-Dimensional Word Embedding for Difficult Tabular Data Stream Classification |
Authors | Paweł Zyblewski (Wrocław University of Science and Technology)* |
Title | Centered Masking for Language-Image Pre-Training |
Authors | Mingliang Liang (Radboud University)*; Martha Larson (Radboud University) |
Title | Univariate Skeleton Prediction in Multivariate Systems Using Transformers |
Authors | Giorgio L Morales Luna (Montana State University)*; John W Sheppard (Montana State University) |
Title | Adaptive Certified Training: Towards Better Accuracy-Robustness Tradeoffs |
Authors | Zhakshylyk Nurlanov (University of Bonn)*; Frank R Schmidt (Robert Bosch GmbH); Florian Bernard (University of Bonn) |
Title | Real-Part Quantum Support Vector Machines |
Authors | Nico Piatkowski (Fraunhofer IAIS)*; Sascha Mücke (TU Dortmund) |
Title | Tackling Oversmoothing in GNN via Graph Sparsification |
Authors | Tanvir Hossain (Georgia State University)*; Khaled Mohammed Saifuddin (Georgia State University); Muhammad Ifte Khairul Islam (Georgia State University); Farhan Tanvir (Georgia State University); Esra Akbas (Georgia State University) |
Title | Enhancing Shortest-Path Graph Kernels via Graph Augmentation |
Authors | Wei Ye (Tongji University)*; Hao Tian (Tongji University); Shuhao Tang (Tongji University); Xin Sun (City University of Macau) |
Title | Hyperbolic Contrastive Learning with Model-Augmentation for Knowledge-aware Recommendation |
Authors | Shengyin SUN (City University of Hong Kong)*; Chen Ma (City University of Hong Kong) |
Title | Harnessing the Power of Prompt Experts: Efficient Knowledge Distillation for Enhanced Language Understanding |
Authors | Xu Meng (Harbin Institute of Technology, Shenzhen)*; Jun Rao (Harbin Institute of Technology, Shenzhen); Shuhan Qi (Harbin Institute of Technology, Shenzhen); Lei Wang (Ping An Technology); Jing Xiao (Ping An Insurance (Group) Company of China); Xuan Wang (Harbin Institute of Technology) |
Title | Adaptively Denoising Graph Neural Networks for Knowledge Distillation |
Authors | Yuxin Guo (Beijing University of Posts and Telecommunications)*; Cheng Yang (School of Computer Science, Beijing University of Posts and Telecommunications); Chuan Shi (Beijing University of Posts and Telecommunications); Ke Tu (Ant Group); Zhengwei Wu (Ant Financial); Zhiqiang Zhang (Ant Group); Jun Zhou (Ant Financial) |
Title | Lifelong Hierarchical Topic Modeling via Nonparametric Word Embedding Clustering |
Authors | Jiaxing Yan (Sun Yat-sen University)*; Yuyin Lu (Sun Yat-sen University); he-gang chen (Sun Yat-sen University); Jianxing Yu (Sun Yat-sen University); Yanghui Rao (Sun Yat-sen University) |
Title | High-Dimensional Bayesian Optimization via Random Projection of Manifold |
Authors | Quoc-Anh Hoang Nguyen (FPT Software )*; Hung The Tran (Deakin University) |
Title | CUQ-GNN: Committee-based Graph Uncertainty Quantification using Posterior Networks |
Authors | Clemens Damke (LMU Munich)*; Eyke Hüllermeier (University of Munich) |
Title | Bundle Recommendation with Item-level Causation-enhanced Multi-view Learning |
Authors | Huy-Son Nguyen (VNU University of Engineering and Technology)*; Tuan-Nghia Bui (VNU University of Engineering and Technology); Long-Hai Nguyen (VNU University of Engineering and Technology ); Hoang Manh Hung (VNU University of Engineering and Technology); Cam-Van Thi Nguyen (VNU-Unversity of Engineering and Technology, Hanoi); Hoang-Quynh Le (University of Engineering and Technology); Duc-Trong Le (University of Engineering and Technology, Vietnam National University, Hanoi) |
Title | Hi Model, generating "nice" instead of "good" is not as bad as generating "rice"! Towards Context and Semantic Infused Dialogue Generation Loss Function |
Authors | Abhisek Tiwari (Indian Institute of Technology Patna)*; Muhammed Sinan C K (Indian Institute of Technology, Patna); Kaushik Roy (Artificial Intelligence Institute, University of South Carolina); Amit P Sheth (University of South Carolina); Sriparna Saha (IIT Patna); Pushpak Bhattacharya (IIT Bombay) |
Title | CRISPert: A Transformer-based Model for CRISPR-Cas Off-target Prediction |
Authors | Dinh Tran (King Fahd University of Petroleum & Minerals);Rolf Backofen ( Freiburg University ) ; William Pargeter ( Freiburg University ) |
Title | LimGen: Probing the LLMs for Generating Suggestive Limitations of Research Papers |
Authors | Abdur Rahman Bin Mohammed Faizullah (Indian Institutes of Information Technology, Hyderabad), Ashok Urlana (TCS Research)*, Rahul Mishra (IIIT Hyderabad) |
Title | Adaptive Knowledge Distillation for Classification of Hand Images using Explainable Vision Transformers |
Authors | Thanh Thi Nguyen (Monash University)*, Campbell Wilson (Monash University), Janis Dalins (Australian Federal Police) |