by Fan Lai Papers

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Act Only When It Pays: Efficient Reinforcement Learning for LLM Reasoning via Selective Rollouts

Haizhong Zheng, Yang Zhou, Brian Bartoldson et al.

NEURIPS 2025oralarXiv:2506.02177
44
citations

HyGen: Efficient LLM Serving via Elastic Online-Offline Request Co-location

Ting Sun, Penghan Wang, Fan Lai

NEURIPS 2025arXiv:2501.14808
7
citations

Inv-Entropy: A Fully Probabilistic Framework for Uncertainty Quantification in Language Models

Haoyi Song, Ruihan Ji, Naichen Shi et al.

NEURIPS 2025arXiv:2506.09684
2
citations