Methods

Map of Encoders – Mapping Sentence Encoders using Quantum Relative Entropy ACL 2026 MeteorPred: A Meteorological Multimodal Large Model and Dataset for Severe Weather Event Prediction CVPR 2026 Multi-relational Network Autoregression Model with Latent Group Structures JMLR 2026 Multivariate Functional Linear Discriminant Analysis for Partially-Observed Time Series (Abstract Reprint) AAAI 2026 Online Bootstrap Inference for the Trend of Nonstationary Time Series UAI 2026 Online Detection of Changes in Moment--Based Projections: When to Retrain Deep Learners or Update Portfolios? JMLR 2026 PFGNet: A Fully Convolutional Frequency-Guided Peripheral Gating Network for Efficient Spatiotemporal Predictive Learning CVPR 2026 Pluto: High-Performance, Memory-Efficient Distributed Graph Analytics through Advanced Mirroring OSDI 2026 Predictive inference for time series: why is split conformal effective despite temporal dependence? ALT 2026 ProCAST: A Projection Framework for Coupled Aggregation Constrained Multivariate Time Series Forecasting AAAI 2026 Real-Time Long Horizon Air Quality Forecasting via Group-Relative Policy Optimization CVPR 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 TimeSAF: Towards LLM-Guided Semantic Asynchronous Fusion for Time Series Forecasting ACL 2026 TRACE: A Corpus of Team Creative Discussions 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 Two-way Node Popularity Model for Directed and Bipartite Networks JMLR 2026 UAlberta at SemEval-2026 Task 2: Temporal Fusion Models for Predicting Affect Over Time SemEval 2026 Unifying Channel Independence and Mixing: Multi-Scale Patch Recursion for Global–Local Representation Synergy in Multivariate Time Series Forecasting AAAI 2026 Who Plays Which Role When? Communication Role Dynamics for Peer Recognition and Team Performance Prediction ACL 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