Subi Lee

AMPED: Adaptive Multi-objective Projection for balancing Exploration and skill Diversification

Skill-based reinforcement learning (SBRL) enables rapid adaptation in environments with sparse rewards by pretraining a skill-conditioned policy. Effective skill learning requires jointly maximizing both exploration and skill diversity. However, existing methods often face challenges in simultaneous…