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temporal dependencies

28 papers

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Co-occurring keywords

temporal dependency (75) recurrent neural network (1790) graph neural network (3962) temporal modeling (468) link prediction (624) sequence prediction (74) generative model (2892) state space model (390) diffusion model (3751) dynamic graph (108)

Papers

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
Deep Learning for Multivariate Time Series Imputation: A Survey IJCAI 2025
AnCast++: Document-Level Evaluation of Graph-based Meaning Representations ACL 2025
DFDNet: Disentangling and Filtering Dynamics for Enhanced Video Prediction AAAI 2025
A Lightweight Sparse Interaction Network for Time Series Forecasting AAAI 2025
DGExplainer: Explaining Dynamic Graph Neural Networks via Relevance Back-propagation IJCAI 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 NIPS 2024
Slot State Space Models NIPS 2024
Knowledge-Empowered Dynamic Graph Network for Irregularly Sampled Medical Time Series NIPS 2024
TaskLAMA: Probing the Complex Task Understanding of Language Models AAAI 2024
Towards Better Dynamic Graph Learning: New Architecture and Unified Library NIPS 2023
Long-term Wind Power Forecasting with Hierarchical Spatial-Temporal Transformer IJCAI 2023
Predicting Temporal Sets with Simplified Fully Connected Networks AAAI 2023
CATN: Cross Attentive Tree-Aware Network for Multivariate Time Series Forecasting AAAI 2022
HiPPO: Recurrent Memory with Optimal Polynomial Projections NIPS 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
Echo State Hoeffding Tree Learning ACML 2016
Modeling Deep Temporal Dependencies with Recurrent Grammar Cells"" NIPS 2014
A Clockwork RNN ICML 2014