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Accepted Papers: PhD Forum

TitleSQL-to-Schema Enhances Schema Linking in Text-to-SQL
AuthorsSun Yang (Peking University)*; Qiong Su (Guizhou University)
TitleAdvanced Machine Learning Techniques for Investment Forecasting: An Integrated Approach
AuthorsAivaras Bielskis (Vilnius University)*
TitleFast and Adaptive Questionnaires for Voting Advice Applications [PhD Forum]
AuthorsFynn S. Bachmann (Universität Zürich)*
TitleTowards Fair Machine Learning: Boosting Fairness in Classification Models
AuthorsIvona Colakovic (University of Maribor, Faculty of Electrical Engineering and Computer Science)*
TitleEffective and explainable neuro-symbolic classification for imbalanced graphs
AuthorsMarco Markwald ( DSIS Research Group, University of Bonn and Lamarr Institute)*; Elena Demidova (DSIS Research Group, University of Bonn and Lamarr Institute)
TitleDecomposable Symbolic Regression Using Transformers and Neural Network-Assisted Genetic Algorithms
AuthorsGiorgio L Morales Luna (Montana State University)*; John W Sheppard (Montana State University)
TitleStudy and design of interpretable models for detecting anomalies in spectral data streams: Application to the contamination of vacuum process chambers for microelectronics.
AuthorsNicolas Rojas (UCA)*
TitleHeartfelt Algorithms: Exploring equity in cardiovascular disease risk prediction through algorithmic fairness
AuthorsClaire Coffey (University of Cambridge)*
TitleJob Title Prediction as A Dual Task of Expertise Prediction in Open Source Software(Phd Form)
AuthorsXin Liu (East China Normal University); Wang Yu (East China Normal University); Qiwen Dong (East China Normal University); Xuesong Lu (East China Normal University)*
TitleOn Key Information Extraction from Business Documents
AuthorsRolandas Gricius (VU DMSTI)*; Igoris Belovas (Vilnius University)
TitleHow-Provenance Polynomials for Incremental Rule Mining
AuthorsIsseïnie Calviac (Université de Rennes)*; Luis Galárraga (INRIA); Alexandre Termier (Université Rennes 1)
TitleFine-Tuning is All You Need: Compact Models Can Outperform GPT’s Classification Abilities
AuthorsBaptiste Lefort (CentraleSupélec, Paris-Saclay University, Ai For Alpha)*; Eric Benhamou (AI For Alpha); Jean Jacques Ohana (Ai For Alpha); David Saltiel (A.I. For Alpha)
TitleTowards Fair Co-clustering
AuthorsFederico Peiretti (University of Turin)*; Ruggero G. Pensa (University of Turin)
TitleGraph Neural Networks for Attributed-Dynamic Graphs in Continuous-Time Representation
AuthorsAlice Moallemy-Oureh (University of Kassel)*
TitleAnalysis and Application of Deep Reinforcement Learning in the context of Energy Economics
AuthorsMalte Lehna (Fraunhofer IEE)*
TitleAnalysing Missing Spatio-Temporal Data with a Combination of Neural Networks and Statistical Model: A Hybrid Approach
AuthorsSamira Zahmatkesh (Innsbruck university)*; Philipp Zech (University of Innsbruck)
TitleDealing with Over-Smoothing in Message-Passing Neural Networks
AuthorsAndreas Roth (TU Dortmund)*
TitleOptimising Multi-Scalar Multiplication for Privacy Preserving and Verifiable Machine Learning
AuthorsSaulius Grigaitis (Vilnius university)*
TitleApproximating Power Flow using Graph Neural Networks
AuthorsClara Holzhüter (Fraunhofer IEE Kassel)*
TitleDeveloping robust methods to handle missing data in real-world applications effectively
AuthorsYouran Zhou (Deakin University)*; Sunil Aryal (Deakin University); Mohamed Reda Bouadjenek (Deakin University)
TitleInfinite Memory, Superior Models: The Rise of Neural Fractional Differential Equations
AuthorsCecília Coelho (University of Minho)*; M. Fernanda P. Costa (Dep. Mathematics, University of Minho); Luís L. Ferrás (University of Porto)
TitleGraph Learning Under Distribution Shifts: Adaptation, Detection, and Generalization
AuthorsHsing-Huan Chung (The University of Texas at Austin)*; Joydeep Ghosh (UT Austin)
TitleIdentification and Prediction of Systematic Anomalous Behavior in Multivariate Time Series
AuthorsFerdinand Rewicki (German Aerospace Center (DLR))*
TitleDeep Reinforcement Learning for Control Problems in Power Systems
AuthorsMohamed Hassouna (University of Kassel)*
TitleVisualising SARS-CoV-2 Evolutionary Space Using Protein Language Models
AuthorsBrendonas Stakauskas (Vilnius University)*
TitleCareer Path Recommendation using Large Language Models
AuthorsIman Johary (Ghent University)*; Alexandru C. Mara (Ghent University); Tijl De Bie (Ghent University)
TitleSparse Explanations of Neural Networks Using Pruned Layer-Wise Relevance Propagation -
AuthorsPaulo 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)
TitleApplications of Learning Linear Dynamical Systems
AuthorsXiaoyu He (Czech Technical University in Prague)*; Jakub Mareček (Czech Technical University in Prague); Quan Zhou (Imperial College London); Mengjia Niu (Imperial College London); Petr Ryšavý (Czech Technical University in Prague)
TitleMulti-Source Domain Adaptation through Optimal Transport and Gaussian Mixture Models
AuthorsEduardo F Montesuma (Université Paris-Saclay)*; Ngole Mboula Fred Maurice (Commissariat à l'énergie atomique (CEA)); Antoine Souloumiac (CEA)
TitleLearning efficiency with sparsity: from model to data, and to communication
AuthorsQiao Xiao (Eindhoven University of Technology)*; Mykola Pechenizkiy (TU Eindhoven); Decebal Constantin Mocanu (University of Luxembourg)
TitleEnhancing NIDS Robustness Against Adversarial Evasion Attacks through Model and Feature Diversity
AuthorsAllan da S. Espindola (faculty of sciences of the University of Lisbon)*; Eduardo Viegas (Pontifical Catholic University of Paraná); António Casimiro (University of Lisbon); Altair O Santin (PUCPR); Pedro M Ferreira (Faculty of Sciences of the University of Lisbon)
TitleContext-Aware Machine Learning-based Predictive Framework for Building Energy Management
AuthorsMiracle Aniakor (LASIGE, Informática, Faculdade de Ciências, Universidade de Lisboa)*; Vinicius Cogo (LASIGE, Informática, Faculdade de Ciências, Universidade de Lisboa); Pedro M Ferreira (Faculty of Sciences of the University of Lisbon)
TitleTowards Characterizing Time Series Using Neuro-Symbolic Architectures and Signal Temporal Logic
AuthorsGaia Saveri (University of Pisa)*
TitleInsights into Dynamic Sparse Training: Theory Meets Practice
AuthorsBoqian Wu (University of Twente)*; Maurice Van Keulen (University of Twente); Decebal Constantin Mocanu (University of Luxembourg); Elena Mocanu (University of Twente)
TitleGraph Machine Learning for Web3 social network analysis
AuthorsManuel Dileo (University of Milan)*
TitleTemporal Pattern Classification of Variable-Length Time Series for Energy Assessment of Household Appliances
AuthorsZygimantas Jasiunas (LASIGE, Faculdade de Ciências da Universidade de Lisboa)*; José Cecílio (LASIGE, Faculdade de Ciências, Universidade de Lisboa); Pedro Ferreira (LASIGE, Faculdade de Ciências, Universidade de Lisboa)
TitleData efficient energy management of buildings with Deep Reinforcement Learning
AuthorsNuno Dionísio (LASIGE)*; Pedro M Ferreira (Faculty of Sciences of the University of Lisbon)
TitleTransfer and Integration of Knowledge for Spatiotemporal Data
AuthorsShrey Gupta (Emory University)*
TitleAI as the Tailoring Expert. ML-optimizing of Project Management Processes and Methods to Project Complexity.
AuthorsAgnieszka Sokol-Gorgon (Kozminski University)*
TitleA Human-Centric Assessment of the Usefulness of Attribution Methods
AuthorsWiem Ben Rim (University College London)*; 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)
TitleGenerating Fake Cyber Threat Intelligence with Large Language Models for Cybersecurity Defense
AuthorsSamaneh Shafee (FCiências.ID)*
TitleAutonomous Exploration of 3D Indoor Environment by UAVs Using Deep Reinforcement Learning
AuthorsMantas Briliauskas (Vilnius University)*