Efficient Skill Discovery via Regret-Aware Optimization

arXiv:2506.21044 · cs.LG, cs.AI · Submitted 2025-06-26 · Read on arXiv

cs.LG, cs.AI

Submitted: 2025-06-26

Updated: 2025-06-26

Terminology

• Regret — 3× in this paper · explained in 4 episodes
• Generator — 2× in this paper · explained in 2 episodes
• Mutual Information — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Representation Learning — 1× in this paper · explained in 3 episodes

Related papers

• Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation
• AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning
• Transformers as Bayesian In-Context Experimenters: Smoothness-Adaptive Efficient ATE Estimation
• Convergence issues in Relational Concept Analysis based on AOC-posets
• Beliefs Beyond Posteriors: The Predictive Cost of ELBO Binding
• Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks