Methods

FIC-TSC: Learning Time Series Classification with Fisher Information Constraint ICML 2025 FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting AAAI 2025 FLARE: A Framework for Stellar Flare Forecasting Using Stellar Physical Properties and Historical Records IJCAI 2025 FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting IJCAI 2025 FreqLLM: Frequency-Aware Large Language Models for Time Series Forecasting IJCAI 2025 FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts AISTATS 2025 Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning AAAI 2025 GCAD: Anomaly Detection in Multivariate Time Series from the Perspective of Granger Causality AAAI 2025 GCF: Estimating Unobserved Demand Using Graph Causal Forecasting AAAI 2025 General Incomplete Time Series Analysis via Patch Dropping Without Imputation IJCAI 2025 Generalization bounds for mixing processes via delayed online-to-PAC conversions ALT 2025 Generating Hypotheses of Dynamic Causal Graphs in Neuroscience: Leveraging Generative Factor Models of Observed Time Series ICML 2025 GIST: Gear Type Identification by Spatiotemporal Trajectory Transformation for Monitoring Fisheries AAAI 2025 Graph Adaptive Autoregressive Moving Average Models ICML 2025 Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection AAAI 2025 HAR-former: Hybrid Transformer with an Adaptive Time-Frequency Representation Matrix for Long-Term Series Forecasting AISTATS 2025 Harnessing Vision Models for Time Series Analysis: A Survey IJCAI 2025 HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting AAAI 2025 Health Sentinel: An AI Pipeline For Real-time Disease Outbreak Detection ACL 2025 Hierarchical Classification Auxiliary Network for Time Series Forecasting AAAI 2025 Hi-Patch: Hierarchical Patch GNN for Irregular Multivariate Time Series ICML 2025 (How) Can Transformers Predict Pseudo-Random Numbers? ICML 2025 How Do Social Bots Participate in Misinformation Spread? A Comprehensive Dataset and Analysis EMNLP 2025 Hubness Change Point Detection AAAI 2025 Human-Machine Ritual: Synergic Performance through Real-Time Motion Recognition NeurIPS 2025