temporal dependencies

DiM-TS: Bridge the Gap Between Selective State Space Models and Time Series for Generative Modeling AAAI 2026 Global-Lens Transformers: Adaptive Token Mixing for Dynamic Link Prediction AAAI 2026 TSGDiff: Rethinking Synthetic Time Series Generation from a Pure Graph Perspective AAAI 2026 A Lightweight Sparse Interaction Network for Time Series Forecasting AAAI 2025 AnCast++: Document-Level Evaluation of Graph-based Meaning Representations ACL 2025 Deep Learning for Multivariate Time Series Imputation: A Survey IJCAI 2025 DFDNet: Disentangling and Filtering Dynamics for Enhanced Video Prediction AAAI 2025 DGExplainer: Explaining Dynamic Graph Neural Networks via Relevance Back-propagation IJCAI 2025 HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting ICML 2025 Learning dynamics in linear recurrent neural networks ICML 2025 MMDEND: Dendrite-Inspired Multi-Branch Multi-Compartment Parallel Spiking Neuron for Sequence Modeling ACL 2025 CYCLO: Cyclic Graph Transformer Approach to Multi-Object Relationship Modeling in Aerial Videos NeurIPS 2024 From Generalization Analysis to Optimization Designs for State Space Models ICML 2024 Knowledge-Empowered Dynamic Graph Network for Irregularly Sampled Medical Time Series NeurIPS 2024 Slot State Space Models NeurIPS 2024 TaskLAMA: Probing the Complex Task Understanding of Language Models AAAI 2024 Long-term Wind Power Forecasting with Hierarchical Spatial-Temporal Transformer IJCAI 2023 Predicting Temporal Sets with Simplified Fully Connected Networks AAAI 2023 Towards Better Dynamic Graph Learning: New Architecture and Unified Library NeurIPS 2023 CATN: Cross Attentive Tree-Aware Network for Multivariate Time Series Forecasting AAAI 2022 HiPPO: Recurrent Memory with Optimal Polynomial Projections NeurIPS 2020 Anchor Diffusion for Unsupervised Video Object Segmentation ICCV 2019 Human Motion Prediction via Learning Local Structure Representations and Temporal Dependencies AAAI 2019 Memory Time Span in LSTMs for Multi-Speaker Source Separation Interspeech 2018 Improving Prediction of Speech Activity Using Multi-Participant Respiratory State Interspeech 2017