Time Series

Sequence Complementor: Complementing Transformers for Time Series Forecasting with Learnable Sequences AAAI 2025 Shifting Time: Time-series Forecasting with Khatri-Rao Neural Operators ICML 2025 Solar Multimodal Transformer: Intraday Solar Irradiance Predictor using Public Cameras and Time Series WACV 2025 Spectral-Aware Reservoir Computing for Fast and Accurate Time Series Classification ICML 2025 STD-PLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with PLM AAAI 2025 ST-ReP: Learning Predictive Representations Efficiently for Spatial-Temporal Forecasting AAAI 2025 T2S: High-resolution Time Series Generation with Text-to-Series Diffusion Models IJCAI 2025 TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents AAAI 2025 TimeDART: A Diffusion Autoregressive Transformer for Self-Supervised Time Series Representation ICML 2025 TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting ICML 2025 Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting ICML 2025 Transfer Learning in Financial Time Series with Gramian Angular Field (Student Abstract) AAAI 2025 Tsururu: A Python-based Time Series Forecasting Strategies Library IJCAI 2025 TSVer: A Benchmark for Fact Verification Against Time-Series Evidence EMNLP 2025 VerbalTS: Generating Time Series from Texts ICML 2025 WaveletMixer: A Multi-Resolution Wavelets Based MLP-Mixer for Multivariate Long-Term Time Series Forecasting AAAI 2025 Addressing Asynchronicity in Clinical Multimodal Fusion via Individualized Chest X-ray Generation NeurIPS 2024 Addressing Spatial-Temporal Heterogeneity: General Mixed Time Series Analysis via Latent Continuity Recovery and Alignment NeurIPS 2024 Almost-Linear RNNs Yield Highly Interpretable Symbolic Codes in Dynamical Systems Reconstruction NeurIPS 2024 Amortized Equation Discovery in Hybrid Dynamical Systems ICML 2024 A scalable generative model for dynamical system reconstruction from neuroimaging data NeurIPS 2024 Automated State Estimation for Summarizing the Dynamics of Complex Urban Systems Using Representation Learning AAAI 2024 AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data AAAI 2024 Causal Contrastive Learning for Counterfactual Regression Over Time NeurIPS 2024 CityPulse: Fine-Grained Assessment of Urban Change with Street View Time Series AAAI 2024