Time Series

Ajman University at SemEval-2026 Task 2: Overcoming Scale Collapse in Temporal Emotion Modeling via Residual Learning SemEval 2026 AviaSafe: A Physics-Informed Data-Driven Model for Aviation Safety-Critical Cloud Forecasts CVPR 2026 BHCast: Unlocking Black Hole Plasma Dynamics from a Single Blurry Image with Long-Term Forecasting CVPR 2026 ECO: Energy-Constrained Operator Learning for Chaotic Dynamics with Boundedness Guarantees L4DC 2026 EMMA: Extracting Multiple physical parameters from Multimodal Data CVPR 2026 Estimating Interventional Outcomes over Time with Causal Normalizing Flow UAI 2026 FloodDiffusion: Tailored Diffusion Forcing for Streaming Motion Generation CVPR 2026 Interpretable Spatial-Temporal Forecasting via Additive Neural Decomposition and Knowledge Distillation UAI 2026 PhenoYieldNet: Learning Crop-Aware Phenological Responses for Multi-Crop Yield Prediction CVPR 2026 Scalable Infinitesimal Generator–Based Koopman Learning for Long-Horizon Prediction L4DC 2026 STCast: Adaptive Boundary Alignment for Global and Regional Weather Forecasting CVPR 2026 TimeSAF: Towards LLM-Guided Semantic Asynchronous Fusion for Time Series Forecasting ACL 2026 Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting AAAI 2025 Beyond UDA: Examining Temporal and Frequency Representations in Time Series Transfer ACML 2025 FlightPatchNet: Multi-Scale Patch Network with Differential Coding for Short-Term Flight Trajectory Prediction UAI 2025 HAR-former: Hybrid Transformer with an Adaptive Time-Frequency Representation Matrix for Long-Term Series Forecasting AISTATS 2025 InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing within Dynamical Systems ICLR 2025 MSCGrapher: Learning Multi-Scale Dynamic Correlations for Multivariate Time Series Forecasting UAI 2025 Physics-Enforced Reservoir Computing for Forecasting Spatiotemporal Systems L4DC 2025 Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time-Series Forecasting Based on Biological ODEs ICLR 2025 ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning ICLR 2024 CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting ICLR 2024 CityPulse: Fine-Grained Assessment of Urban Change with Street View Time Series AAAI 2024 CNN Kernels Can Be the Best Shapelets ICLR 2024 Financial Forecasting from Textual and Tabular Time Series EMNLP 2024