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Guangju Wang

2 accepted papers

2024

Is DPO Superior to PPO for LLM Alignment? A Comprehensive Study

ICML 2024oral

Reinforcement Learning from Human Feedback (RLHF) is currently the most widely used method to align large language models (LLMs) with human preferences. Existing RLHF methods can be roughly categorized as either reward-based or reward-free. Novel applications such as ChatGPT and Claude leverage rewa…

2024

SRL: Scaling Distributed Reinforcement Learning to Over Ten Thousand Cores

ICLR 2024poster

The ever-growing complexity of reinforcement learning (RL) tasks demands a distributed system to efficiently generate and process a massive amount of data. However, existing open-source libraries suffer from various limitations, which impede their practical use in challenging scenarios where large-s…

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