"long-range dependencies" Papers

12 papers found

AMR-Transformer: Enabling Efficient Long-range Interaction for Complex Neural Fluid Simulation

Zeyi Xu, Jinfan Liu, Kuangxu Chen et al.

CVPR 2025posterarXiv:2503.10257
4
citations

A Multimodal BiMamba Network with Test-Time Adaptation for Emotion Recognition Based on Physiological Signals

Ziyu Jia, Tingyu Du, Zhengyu Tian et al.

NeurIPS 2025poster

EventMG: Efficient Multilevel Mamba-Graph Learning for Spatiotemporal Event Representation

Sheng Wu, Lin Jin, Hui Feng et al.

NeurIPS 2025oral

GLoRa: A Benchmark to Evaluate the Ability to Learn Long-Range Dependencies in Graphs

Dongzhuoran Zhou, Evgeny Kharlamov, Egor Kostylev

ICLR 2025poster
5
citations

VORTA: Efficient Video Diffusion via Routing Sparse Attention

Wenhao Sun, Rong-Cheng Tu, Yifu Ding et al.

NeurIPS 2025posterarXiv:2505.18809
7
citations

A Dual-module Framework for Counterfactual Estimation over Time

Xin Wang, Shengfei Lyu, Lishan Yang et al.

ICML 2024oral

Cached Transformers: Improving Transformers with Differentiable Memory Cached

Zhaoyang Zhang, Wenqi Shao, Yixiao Ge et al.

AAAI 2024paperarXiv:2312.12742
5
citations

Long Range Propagation on Continuous-Time Dynamic Graphs

Alessio Gravina, Giulio Lovisotto, Claudio Gallicchio et al.

ICML 2024oral

Multi-Track Message Passing: Tackling Oversmoothing and Oversquashing in Graph Learning via Preventing Heterophily Mixing

Hongbin Pei, Yu Li, Huiqi Deng et al.

ICML 2024spotlight

S2WAT: Image Style Transfer via Hierarchical Vision Transformer Using Strips Window Attention

Chiyu Zhang, Xiaogang Xu, Lei Wang et al.

AAAI 2024paperarXiv:2210.12381
46
citations

TSLANet: Rethinking Transformers for Time Series Representation Learning

Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen et al.

ICML 2024oral

Viewing Transformers Through the Lens of Long Convolutions Layers

Itamar Zimerman, Lior Wolf

ICML 2024poster