Time Series Analysis

Predictive inference for time series: why is split conformal effective despite temporal dependence? ALT 2026 Real-Time Long Horizon Air Quality Forecasting via Group-Relative Policy Optimization CVPR 2026 TimeSAF: Towards LLM-Guided Semantic Asynchronous Fusion for Time Series Forecasting ACL 2026 Tracking the Evolution of Foresight Signals in News Data: The Case of the European Electric Vehicle Market ACL 2026 TTF: A Trapezoidal Temporal Fusion Framework for LTV Forecasting in Douyin AAAI 2026 UAlberta at SemEval-2026 Task 2: Temporal Fusion Models for Predicting Affect Over Time SemEval 2026 XLinear: A Lightweight and Accurate MLP-Based Model for Long-Term Time Series Forecasting with Exogenous Inputs AAAI 2026 ZARA: Training-Free Motion Time-Series Reasoning via Evidence-Grounded LLM Agents ACL 2026 A Closer Look at Transformers for Time Series Forecasting: Understanding Why They Work and Where They Struggle ICML 2025 AdaMixT: Adaptive Weighted Mixture of Multi-Scale Expert Transformers for Time Series Forecasting IJCAI 2025 Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting AAAI 2025 Affirm: Interactive Mamba with Adaptive Fourier Filters for Long-term Time Series Forecasting AAAI 2025 A Generalizable Physics-Enhanced State Space Model for Long-Term Dynamics Forecasting in Complex Environments ICML 2025 AGM-TE: Approximate Generative Model Estimator of Transfer Entropy for Causal Discovery CLeaR 2025 A Hybrid Multi-Factor Network with Dynamic Sequence Modeling for Early Warning of Intraoperative Hypotension IJCAI 2025 A Lightweight Sparse Interaction Network for Time Series Forecasting AAAI 2025 Aligning Time-series by Local Trends: Applications in Public Health AAAI 2025 A Meta-learner for Heterogeneous Effects in Difference-in-Differences ICML 2025 Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting AAAI 2025 A Multi-Task Learning Approach to Linear Multivariate Forecasting AISTATS 2025 Analytical Construction on Geometric Architectures: Transitioning from Static to Temporal Link Prediction ICML 2025 A Non-isotropic Time Series Diffusion Model with Moving Average Transitions ICML 2025 Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting AAAI 2025 A Practical Approach to Causal Inference over Time AAAI 2025 Arrow: Accelerator for Time Series Causal Discovery with Time Weaving ICML 2025