NEURIPS "function approximation" Papers

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Attention Mechanism, Max-Affine Partition, and Universal Approximation

Hude Liu, Jerry Yao-Chieh Hu, Zhao Song et al.

NEURIPS 2025posterarXiv:2504.19901

Finite-Time Bounds for Average-Reward Fitted Q-Iteration

Jongmin Lee, Ernest Ryu

NEURIPS 2025posterarXiv:2510.17391

From Kolmogorov to Cauchy: Shallow XNet Surpasses KANs

Xin Li, Xiaotao Zheng, Zhihong Xia

NEURIPS 2025poster

Regret Analysis of Average-Reward Unichain MDPs via an Actor-Critic Approach

Swetha Ganesh, Vaneet Aggarwal

NEURIPS 2025posterarXiv:2505.19986

Regret Bounds for Adversarial Contextual Bandits with General Function Approximation and Delayed Feedback

Orin Levy, Liad Erez, Alon Peled-Cohen et al.

NEURIPS 2025spotlightarXiv:2510.09127

Reward-Aware Proto-Representations in Reinforcement Learning

Hon Tik Tse, Siddarth Chandrasekar, Marlos C. Machado

NEURIPS 2025oralarXiv:2505.16217

Vocabulary In-Context Learning in Transformers: Benefits of Positional Encoding

Qian Ma, Ruoxiang Xu, Yongqiang Cai

NEURIPS 2025posterarXiv:2511.06376