Provably Mitigating Overoptimization in RLHF: Your SFT Loss is Implicitly an Adversarial Regularizer

Item #:

079017-4399

Details

DOI: https://doi.org/10.52202/079017-4399
Author(s): Jose Blanchet, Hongyi Guo, Boyi Liu, Zhihan Liu, Miao Lu, Zhaoran Wang, Yingxiang Yang, Shenao Zhang
Pages: 138663-138697 (35 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 37
Date/Location: Held 10-15 December 2024, Vancouver, Canada.
Series: Advances in Neural Information Processing Systems 37
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)

DOI: https://doi.org/10.52202/079017-4399
Author(s): Jose Blanchet, Hongyi Guo, Boyi Liu, Zhihan Liu, Miao Lu, Zhaoran Wang, Yingxiang Yang, Shenao Zhang
Pages: 138663-138697 (35 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 37
Date/Location: Held 10-15 December 2024, Vancouver, Canada.
Series: Advances in Neural Information Processing Systems 37
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)