Time Series

LightGTS: A Lightweight General Time Series Forecasting Model ICML 2025 Lightweight Online Adaption for Time Series Foundation Model Forecasts ICML 2025 LLM-based Online Prediction of Time-varying Graph Signals (Student Abstract) AAAI 2025 Mobility Data Representations for Spatiotemporal Tasks AAAI 2025 Modeling Latent Non-Linear Dynamical System over Time Series AAAI 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 Multi-layer Stack Ensembles for Time Series Forecasting AutoML 2025 Multi-Marginal Stochastic Flow Matching for High-Dimensional Snapshot Data at Irregular Time Points ICML 2025 Multimodal Language Models for Financial Forecasting from Interleaved Sequences of Text and Time Series IJCNLP 2025 Non-collective Calibrating Strategy for Time Series Forecasting IJCAI 2025 Online Conformal Prediction via Online Optimization ICML 2025 Patch-wise Structural Loss for Time Series Forecasting ICML 2025 Population Aware Diffusion for Time Series Generation AAAI 2025 Probabilistic Forecasting of Irregularly Sampled Time Series with Missing Values via Conditional Normalizing Flows AAAI 2025 ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering ACL 2025 Public Opinion Field Effect and Hawkes Process Join Hands for Information Popularity Prediction AAAI 2025 Quamba2: A Robust and Scalable Post-training Quantization Framework for Selective State Space Models ICML 2025 QuantileFormer: Probabilistic Time Series Forecasting with a Pattern-Mixture Decomposed VAE Transformer IJCAI 2025 Retrieval-Augmented Forecasting with Tabular Time Series Data ACL 2025 Retrieval of Temporal Event Sequences from Textual Descriptions NAACL 2025 Revisiting Attention for Multivariate Time Series Forecasting AAAI 2025 Scalable and Adaptive Variational Bayes Methods for Hawkes Processes JMLR 2025 Scalable Gaussian Processes with Latent Kronecker Structure ICML 2025 Self-attention-based Diffusion Model for Time-series Imputation in Partial Blackout Scenarios AAAI 2025