Spotlight "sequence modeling" Papers

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EDELINE: Enhancing Memory in Diffusion-based World Models via Linear-Time Sequence Modeling

Jia-Hua Lee, Bor-Jiun Lin, Wei-Fang Sun et al.

NeurIPS 2025spotlightarXiv:2502.00466
2
citations

Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models

Benjamin Walker, Lingyi Yang, Nicola Muca Cirone et al.

NeurIPS 2025spotlightarXiv:2505.17761
6
citations

Tensor Product Attention Is All You Need

Yifan Zhang, Yifeng Liu, Huizhuo Yuan et al.

NeurIPS 2025spotlightarXiv:2501.06425
33
citations

What One Cannot, Two Can: Two-Layer Transformers Provably Represent Induction Heads on Any-Order Markov Chains

Chanakya Ekbote, Ashok Vardhan Makkuva, Marco Bondaschi et al.

NeurIPS 2025spotlightarXiv:2508.07208

ZeroS: Zero‑Sum Linear Attention for Efficient Transformers

Jiecheng Lu, Xu Han, Yan Sun et al.

NeurIPS 2025spotlight

Vocabulary for Universal Approximation: A Linguistic Perspective of Mapping Compositions

Yongqiang Cai

ICML 2024spotlightarXiv:2305.12205