time series forecasting

Non-collective Calibrating Strategy for Time Series Forecasting IJCAI 2025 Oscillatory State-Space Models ICLR 2025 Patch-wise Structural Loss for Time Series Forecasting ICML 2025 PCAN: A Pandemic-Compatible Attentive Neural Network for Retail Sales Forecasting IJCAI 2025 Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time-Series Forecasting Based on Biological ODEs ICLR 2025 Probabilistic Forecasting of Irregularly Sampled Time Series with Missing Values via Conditional Normalizing Flows AAAI 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 Augmented Time Series Forecasting ICML 2025 Revisiting LLMs as Zero-Shot Time Series Forecasters: Small Noise Can Break Large Models ACL 2025 Robust and Adaptive AI Models for Medication Usage Forecasting Using ICD-9/10 Code (Student Abstract) AAAI 2025 S4M: S4 for multivariate time series forecasting with Missing values ICLR 2025 Sequence Complementor: Complementing Transformers for Time Series Forecasting with Learnable Sequences AAAI 2025 SimpleTM: A Simple Baseline for Multivariate Time Series Forecasting ICLR 2025 Solar Multimodal Transformer: Intraday Solar Irradiance Predictor using Public Cameras and Time Series WACV 2025 Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting AAAI 2025 STEM-LTS: Integrating Semantic-Temporal Dynamics in LLM-driven Time Series Analysis AAAI 2025 ST-ReP: Learning Predictive Representations Efficiently for Spatial-Temporal Forecasting AAAI 2025 TCDM: A Temporal Correlation-Empowered Diffusion Model for Time Series Forecasting IJCAI 2025 TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents AAAI 2025 TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting ICML 2025 TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting ICLR 2025 TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis ICLR 2025 Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts ICLR 2025 Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting AAAI 2025