A-3PO: Accelerating Asynchronous LLM Training with Staleness-aware Proximal Policy Approximation

A simple yet principled approach to eliminate computational overhead in decoupled PPO while maintaining training stability and performance.

February 5, 2025 · 8 min · 1575 words · Xiaocan (Bruce) Li