Accepted Papers: Journal Track
Collection 2024
Papers submitted to the journal track at ECML PKDD 2024 and accepted before 15 July 2024.
| Title | Effective Interpretable Learning for Large-Scale Categorical Data |
| Authors | Nayyar Zaidi, Yishuo Zhang, Jiahui Zhou, Tao Wang, Gang Li |
| Title | A Practical Approach to Novel Class Discovery in Tabular Data |
| Authors | Colin Troisemaine, Alexandre Reiffers-Masson, Stéphane Gosselin, Vincent Lemaire, Sandrine Vaton |
| Title | Bias-Aware Ranking from Pairwise Comparisons |
| Authors | Antonio Ferrara, Francesco Bonchi, Francesco Fabbri, Fariba Karimi, Claudia Wagner |
| Title | Improving Graph-based Recommendation with Unraveled Graph Learning |
| Authors | Chih-Ya Shen, Chih-Chieh Chang, Diing-Ruey Tzeng, Chia-Hsun Lu, Ming-Yi Chang |
| Title | Active learning with biased non-response to label requests |
| Authors | Thomas Samuel Robinson, Niek Tax, Richard Mudd, Ido Guy |
| Title | Intersectional Fair Ranking via Subgroup Divergence |
| Authors | Eliana Pastor, Francesco Bonchi |
| Title | WaveLSea: helping experts interactively explore pattern mining search spaces |
| Authors | Etienne Lehembre, Bruno Cremilleux, Albrecht Zimmermann, Bertrand Cuissart, Abdelkader Ouali |
| Title | Quant: A Minimalist Interval Method for Time Series Classification |
| Authors | Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb |
| Title | Series2Vec: Similarity-based Self-supervised Representation Learning for Time Series Classification |
| Authors | Navid Mohammadi Foumani, Chang Wei Tan, Geoffrey I. Webb, Hamid Rezatofighi, Mahsa Salehi |
| Title | Evidential uncertainties on rich labels for active learning |
| Authors | Arthur Hoarau, Vincent Lemaire, Yolande Le Gall, Jean-Christophe Dubois, Arnaud Martin |
| Title | Regional Bias in Monolingual English Language Models |
| Authors | Jiachen Lyu, Katharina Dost, Yun Sing Koh, Jörg Wicker |
| Title | High-order Proximity and Relation Analysis for Cross-network Heterogeneous Node Classification |
| Authors | Jinyi Long, Hanrui Wu, Yanxin Wu, Nuosi Li, Min Yang, Jia Zhang, Michael K. Ng |
| Title | Improving Interpretability via Regularization of Neural Activation Sensitivity |
| Authors | Asaf Shabtai, Ofir Moshe, Gil Fidel, Ron Bitton |
| Title | X-Detect: Explainable Adversarial Patch Detection for Object Detectors in Retail |
| Authors | Omer Hofman, Amit Giloni, Yarin Hayun, Ikuya Morikawa, Toshiya Shimizu, Yuval Elovici, Asaf Shabtai |
| Title | REFUEL: Rule Extraction for Imbalanced Neural Node Classification |
| Authors | Marco Markwald, Elena Demidova |
| Title | L2XGNN: Learning to Explain Graph Neural Networks |
| Authors | Giuseppe Serra, Mathias Niepert |
| Title | Moreau-Yoshida Variational Transport: A General Framework For Solving Regularized Distributional Optimization Problems |
| Authors | Dai Hai Nguyen, Tetsuya Sakurai |
| Title | XAI-TRIS: Non-linear image benchmarks to quantify false positive post-hoc attribution of feature importance |
| Authors | Benedict Clark, Rick Wilming, Stefan Haufe |
| Title | Towards Efficient AutoML: A Pipeline Synthesis Approach Leveraging Pre-Trained Transformers for Multimodal Data |
| Authors | Ambarish S. Moharil, Joaquin Vanschoren, Prabhant Singh, Damian Tamburri |
| Title | Autoreplicative Random Forests with applications to missing value imputation |
| Authors | Ekaterina Antonenko, Ander Carreño, Jesse Read |
| Title | Sample Complexity of Variance-Reduced Policy Gradient: Weaker Assumptions and Lower Bounds |
| Authors | Gabor Paczolay, Matteo Papini, Alberto Maria Metelli, Istvan Harmati, Marcello Restelli |
| Title | PROUD: ParRetO-gUided Diffusion Model for multi-objective |
| Authors | Yinghua Yao, Yuangang Pan, Jing Li, Ivor Tsang, Xin Yao |
| Title | Adaptive Bernstein Change Detector for High-Dimensional Data Streams |
| Authors | Marco Heyden, Edouard Fouché, Vadim Arzamasov, Tanja Fenn, Florian Kalinke, Klemens Böhm |
| Title | Meta-classifier free negative sampling for extreme multilabel classification |
| Authors | Mohammadreza Qaraei, Rohit Babbar |
| Title | Explainable Decomposition of Nested Dense Subgraphs |
| Authors | Nikolaj Tatti |
| Title | Evaluating Outlier Probabilities: Assessing Sharpness, Refinement, and Calibration Using Stratified and Weighted Measures |
| Authors | Philipp Röchner, Henrique O. Marques, Ricardo J. G. B. Campello, Arthur Zimek |
| Title | LaMMOn: Language Model Combined Graph Neural Network for Multi-Target Multi-Camera Tracking in Online Scenarios |
| Authors | Tuan Thanh Nguyen, Hoang H. Nguyen, Mina Sartipi, Marco Fisichella |
| Title | Random Walk with Restart on Hypergraphs: Fast Computation and an Application to Anomaly Detection |
| Authors | Jaewan Chun, Geon Lee, Kijung Shin, Jinhong Jung |
| Title | Softmin discrete minimax classifer for imbalanced classes and prior probability shifts |
| Authors | Cyprien Gilet, Marie Guyomard, Sébastien Destercke, Lionel Fillatre |
| Title | Optimizing model‑agnostic random subspace ensembles |
| Authors | Vân Anh Huynh‑Thu, Pierre Geurts |
| Title | Differentially private Riemannian optimization |
| Authors | Andi Han, Bamdev Mishra, Pratik Jawanpuria, Junbin Gao |
| Title | Goal‑conditioned offine reinforcement learning through state space partitioning |
| Authors | Mianchu Wang, Yue Jin, Giovanni Montana |
| Title | Goal exploration augmentation via pre‑trained skills for sparse‑reward long‑horizon goal‑conditioned reinforcement learning |
| Authors | Lisheng Wu, Ke Chen |
| Title | Understanding Prediction Discrepancies in Classification |
| Authors | Xavier Renard, Thibault Laugel, Marcin Detyniecki |
| Title | Multiple‑input neural networks for time series forecasting incorporating historical and prospective context |
| Authors | João Palet, Vasco Manquinho, Rui Henriques |
| Title | When graph convolution meets double attention: online privacy disclosure detection with multi‑label text classifcation |
| Authors | Zhanbo Liang, Jie Guo, Weidong Qiu, Zheng Huang, Shujun Li |
| Title | CompTrails: comparing hypotheses across behavioral networks |
| Authors | Tobias Koopmann, Martin Becker, Florian Lemmerich, Andreas Hotho |
| Title | Column‑coherent matrix decomposition |
| Authors | Nikolaj Tatti |
| Title | LoCoMotif: Discovering time-warped motifs in time series |
| Authors | Daan Van Wesenbeeck, Aras Yurtman, Wannes Meert, Hendrik Blockeel |
| Title | Knowledge Graph Embedding Closed Under Composition |
| Authors | Zhuoxun Zheng, Baifan Zhou , Hui Yang , Zhipeng Tan , Zequn Sun , Chunnong Li , Arild Waaler , Evgeny Kharlamov , Ahmet Soylu |
| Title | The Hadamard decomposition problem |
| Authors | Martino Ciaperoni, Aristides Gionis , Heikki Mannila |
| Title | Modeling the Impact of Out-of-schema Questions in Task-Oriented Dialog Systems |
| Authors | Jannat Ara Meem, Muhammad Shihab Rashid , Vagelis Hristidis |
| Title | Towards More Sustainable and Trustworthy Reporting in Machine Learning |
| Authors | Raphael Fischer, Thomas Liebig , Katharina Morik |
| Title | On the Impact of Multi-dimensional Local Differential Privacy on Fairness |
| Authors | Karima Makhlouf, Heber Hwang Arcolezi , Sami Zhioua , Catuscia Palamidessi , Ghassen Ben Brahim |
| Title | Structure-aware decoupled imputation network for multivariate time series |
| Authors | Nourhan Ahmed, Lars Schmidt-Thieme |
| Title | The impact of data distribution on Q-learning with function approximation |
| Authors | Pedro P. Santos, Diogo S. Carvalho, Alberto Sardinha, Francisco S. Melo |
