"monte carlo estimation" Papers

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Segment Policy Optimization: Effective Segment-Level Credit Assignment in RL for Large Language Models

Yiran Guo, Lijie Xu, Jie Liu et al.

NEURIPS 2025arXiv:2505.23564

VinePPO: Refining Credit Assignment in RL Training of LLMs

Amirhossein Kazemnejad, Milad Aghajohari, Eva Portelance et al.

ICML 2025arXiv:2410.01679

Model-Based Minimum Bayes Risk Decoding for Text Generation

Yuu Jinnai, Tetsuro Morimura, Ukyo Honda et al.

ICML 2024arXiv:2311.05263

Sliced-Wasserstein Estimation with Spherical Harmonics as Control Variates

Rémi Leluc, Aymeric Dieuleveut, François Portier et al.

ICML 2024arXiv:2402.01493

Sliced Wasserstein with Random-Path Projecting Directions

Khai Nguyen, Shujian Zhang, Tam Le et al.

ICML 2024arXiv:2401.15889