Methods

A Closer Look at Transformers for Time Series Forecasting: Understanding Why They Work and Where They Struggle ICML 2025 A cultural shift in Western perceptions of Palestine COLING 2025 AdaMixT: Adaptive Weighted Mixture of Multi-Scale Expert Transformers for Time Series Forecasting IJCAI 2025 Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting AAAI 2025 ADFormer: Aggregation Differential Transformer for Passenger Demand Forecasting IJCAI 2025 A Dynamic Stiefel Graph Neural Network for Efficient Spatio-Temporal Time Series Forecasting IJCAI 2025 A Fast-Adaptive Cognitive Diagnosis Framework for Computerized Adaptive Testing Systems IJCAI 2025 Affirm: Interactive Mamba with Adaptive Fourier Filters for Long-term Time Series Forecasting AAAI 2025 A Generalizable Physics-Enhanced State Space Model for Long-Term Dynamics Forecasting in Complex Environments ICML 2025 AGM-TE: Approximate Generative Model Estimator of Transfer Entropy for Causal Discovery CLeaR 2025 A Hybrid Multi-Factor Network with Dynamic Sequence Modeling for Early Warning of Intraoperative Hypotension IJCAI 2025 A Lightweight Sparse Interaction Network for Time Series Forecasting AAAI 2025 Aligning Time-series by Local Trends: Applications in Public Health AAAI 2025 A Meta-learner for Heterogeneous Effects in Difference-in-Differences ICML 2025 Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting AAAI 2025 A Multi-Task Learning Approach to Linear Multivariate Forecasting AISTATS 2025 A Multivariate Unimodality Test Harnessing the Dip Statistic of Mahalanobis Distances Over Random Projections UAI 2025 Analytical Construction on Geometric Architectures: Transitioning from Static to Temporal Link Prediction ICML 2025 A Non-isotropic Time Series Diffusion Model with Moving Average Transitions ICML 2025 Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting AAAI 2025 A Position Paper on the Automatic Generation of Machine Learning Leaderboards EMNLP 2025 A Practical Approach to Causal Inference over Time AAAI 2025 Arrow: Accelerator for Time Series Causal Discovery with Time Weaving ICML 2025 Assessing Critical Thinking Components in Romanian Secondary School Textbooks: A Data Mining Approach to the ROTEX Corpus ACL 2025 A Top-down Graph-based Tool for Modeling Classical Semantic Maps: A Case Study of Supplementary Adverbs NAACL 2025