#symmetry-exploitation News & Analysis

Reflex: Reinforcement Learning with Reflection Symmetry Exploitation in State-Based Continuous Control

Researchers introduce Reflex, a reinforcement learning framework that exploits reflection symmetry in state-based continuous control tasks to improve sample efficiency. The method integrates with both on-policy (PPO) and off-policy (SAC) algorithms and demonstrates superior performance on standard benchmarks compared to baseline approaches.