Methods

LETS Forecast: Learning Embedology for Time Series Forecasting ICML 2025 LightGTS: A Lightweight General Time Series Forecasting Model ICML 2025 Lightweight Online Adaption for Time Series Foundation Model Forecasts ICML 2025 Linear Transformers as VAR Models: Aligning Autoregressive Attention Mechanisms with Autoregressive Forecasting ICML 2025 LLM-based Online Prediction of Time-varying Graph Signals (Student Abstract) AAAI 2025 LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting ACL 2025 LSCD: Lomb–Scargle Conditioned Diffusion for Time series Imputation ICML 2025 M$^2$AD: Multi-Sensor Multi-System Anomaly Detection through Global Scoring and Calibrated Thresholding AISTATS 2025 Map&Make: Schema Guided Text to Table Generation ACL 2025 Mapping the Podcast Ecosystem with the Structured Podcast Research Corpus ACL 2025 MCloudNet: An Ultra-Short-Term Photovoltaic Power Forecasting Framework With Multi-Layer Cloud Coverage IJCAI 2025 McMaster at LeWiDi-2025: Demographic-Aware RoBERTa EMNLP 2025 Measuring Mental Health Variables in Computational Research: Toward Validated, Dimensional, and Transdiagnostic Approaches NAACL 2025 Media of Langue: Exploring Word Translation Network NAACL 2025 Met2Net: A Decoupled Two-Stage Spatio-Temporal Forecasting Model for Complex Meteorological Systems ICCV 2025 Mining the Past: A Comparative Study of Classical and Neural Topic Models on Historical Newspaper Archives NAACL 2025 ml4xcube: Machine Learning Toolkits for Earth System Data Cubes AAAI 2025 MMNet: Missing-Aware and Memory-Enhanced Network for Multivariate Time Series Imputation IJCAI 2025 Mobility Data Representations for Spatiotemporal Tasks AAAI 2025 Model-free Change-Point Detection Using AUC of a Classifier JMLR 2025 Modeling Latent Non-Linear Dynamical System over Time Series AAAI 2025 Modelling Populations of Interaction Networks via Distance Metrics JMLR 2025 Monte Carlo ExtremalMask: Uncertainty Aware Time Series Model Interpretability For Critical Care Applications MLHC 2025 Motif-aware Graph Neural Networks for Networked Time Series Imputation AAAI 2025 MSCGrapher: Learning Multi-Scale Dynamic Correlations for Multivariate Time Series Forecasting UAI 2025