Author

Guowei Wang

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#natural language process... Jul 2026

LEEPS: Latent-Guided Explore-Exploit Prompt Sampling for Efficient RLVR in Large Language Models

LEEPS is introduced, a Latent-Guided Explore--Exploit Prompt Sampler that adaptively balances the reuse of previously observed informative prompts with continued exploration of uncertain ones, thereby making exploration more targeted without additional rollouts.

Shuang Liang, Hao Zhou, Yifan Gong et al. · arXiv.org · 0 citations

Preprint Aug 2026

Local Margin Restoration for Test-Time Adaptation of Vision-Language Models

Local Margin Restoration (LMR) is proposed, a lightweight, one-step TTA framework that consistently outperforms state-of-the-art TTA baselines, proving exceptionally robust and efficient even in challenging low-batch test-time regimes.

Yan Huang, Guowei Wang, Xu Wang et al. · 0 citations