Hongyi Guo

About Hongyi Guo

Hongyi Guo, With an exceptional h-index of 5 and a recent h-index of 5 (since 2020), a distinguished researcher at North Western University, specializes in the field of Large Language Model, Reinforcement Learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

Diverse Randomized Value Functions: A Provably Pessimistic Approach for Offline Reinforcement Learning

Improving Reinforcement Learning from Human Feedback Using Contrastive Rewards

Can Large Language Models Play Games? A Case Study of A Self-Play Approach

Measuring and Reducing LLM Hallucination without Gold-Standard Answers via Expertise-Weighting

Human-instruction-free llm self-alignment with limited samples

Reason for future, act for now: A principled framework for autonomous llm agents with provable sample efficiency

Behavior Contrastive Learning for Unsupervised Skill Discovery

Lightweight Uncertainty for Offline Reinforcement Learning via Bayesian Posterior

Hongyi Guo Information

University

Position

___

Citations(all)

234

Citations(since 2020)

234

Cited By

25

hIndex(all)

5

hIndex(since 2020)

5

i10Index(all)

2

i10Index(since 2020)

2

Email

University Profile Page

Google Scholar

Hongyi Guo Skills & Research Interests

Large Language Model

Reinforcement Learning

Top articles of Hongyi Guo

Diverse Randomized Value Functions: A Provably Pessimistic Approach for Offline Reinforcement Learning

arXiv preprint arXiv:2404.06188

2024/4/9

Improving Reinforcement Learning from Human Feedback Using Contrastive Rewards

arXiv preprint arXiv:2401.16635

2024/1/30

Can Large Language Models Play Games? A Case Study of A Self-Play Approach

arXiv preprint arXiv:2403.05632

2024/3/8

Measuring and Reducing LLM Hallucination without Gold-Standard Answers via Expertise-Weighting

arXiv preprint arXiv:2402.10412

2024/2/16

Human-instruction-free llm self-alignment with limited samples

arXiv preprint arXiv:2401.06785

2024/1/6

Reason for future, act for now: A principled framework for autonomous llm agents with provable sample efficiency

arXiv preprint arXiv:2309.17382

2023/9/29

Behavior Contrastive Learning for Unsupervised Skill Discovery

International Conference on Machine Learning

2023/5/8

Lightweight Uncertainty for Offline Reinforcement Learning via Bayesian Posterior

2022/9/29

Provably efficient offline reinforcement learning for partially observable markov decision processes

ICML 2023

2023/6/14

Signal instructed coordination in cooperative multi-agent reinforcement learning

2022

Policy learning using weak supervision

Advances in Neural Information Processing Systems

2021/12/6

Decentralized single-timescale actor-critic on zero-sum two-player stochastic games

2021/7/1

Peer Loss Functions: Learning from Noisy Labels without Knowing Noise Rates

2020

Yang Liu
Yang Liu

H-Index: 18

Hongyi Guo
Hongyi Guo

H-Index: 1

See List of Professors in Hongyi Guo University(North Western University)

Co-Authors

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