"best-of-n sampling" Papers

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BOND: Aligning LLMs with Best-of-N Distillation

Pier Giuseppe Sessa, Robert Dadashi, Léonard Hussenot-Desenonges et al.

ICLR 2025arXiv:2407.14622
53
citations

Inference-Aware Fine-Tuning for Best-of-N Sampling in Large Language Models

Yinlam Chow, Guy Tennenholtz, Izzeddin Gur et al.

ICLR 2025arXiv:2412.15287
49
citations

Inference-Time Reward Hacking in Large Language Models

Hadi Khalaf, Claudio Mayrink Verdun, Alex Oesterling et al.

NEURIPS 2025spotlightarXiv:2506.19248
3
citations

Reflect-DiT: Inference-Time Scaling for Text-to-Image Diffusion Transformers via In-Context Reflection

Shufan Li, Konstantinos Kallidromitis, Akash Gokul et al.

ICCV 2025arXiv:2503.12271
22
citations