Time Series

Beyond Immediate Activation: Temporally Decoupled Backdoor Attacks on Time Series Forecasting AAAI 2026 Kernel Mean Embedding Deviation Subspace for Unsupervised Learning with Heterogeneous Data JMLR 2026 ProCAST: A Projection Framework for Coupled Aggregation Constrained Multivariate Time Series Forecasting AAAI 2026 Rethinking Irregular Time Series Forecasting: A Simple Yet Effective Baseline AAAI 2026 SEED: Spectral Entropy-Guided Evaluation of Spatial-Temporal Dependencies for Multivariate Time Series Forecasting AAAI 2026 SemEval-2026 Task 2: Predicting Variation in Emotional Valence and Arousal over Time from Ecological Essays SemEval 2026 Sparse-Scale Transformer with Bidirectional Awareness for Time Series Forecasting AAAI 2026 Unifying Channel Independence and Mixing: Multi-Scale Patch Recursion for Global–Local Representation Synergy in Multivariate Time Series Forecasting AAAI 2026 AdaMixT: Adaptive Weighted Mixture of Multi-Scale Expert Transformers for Time Series Forecasting IJCAI 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 Lightweight Sparse Interaction Network for Time Series Forecasting AAAI 2025 Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting AAAI 2025 Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting AAAI 2025 CAN-ST: Clustering Adaptive Normalization for Spatio-temporal OOD Learning IJCAI 2025 CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting IJCAI 2025 Causal drivers of dynamic networks CLeaR 2025 Causal Identification in Time Series Models CLeaR 2025 Chaos Meets Attention: Transformers for Large-Scale Dynamical Prediction ICML 2025 Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine AAAI 2025 CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation IJCAI 2025 Contaminated Multivariate Time-Series Anomaly Detection with Spatio-Temporal Graph Conditional Diffusion Models UAI 2025 Counterfactual Explanations of Time Varying Rankings (Student Abstract) AAAI 2025 CRAFT: Time Series Forecasting with Cross-Future Behavior Awareness IJCAI 2025 Cross-MoE: An Efficient Temporal Prediction Framework Integrating Textual Modality EMNLP 2025