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• Stability-certified reinforcement learning: A control-theoretic perspective
  2018 · 23 citations
• Balance Reward and Safety Optimization for Safe Reinforcement Learning: A Perspective of Gradient Manipulation
  2024 · 9 citations
• A CMDP-within-online framework for Meta-Safe Reinforcement Learning
  2024 · 2 citations
• Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning
  2025 · 1 citations
• Reinforcement Learning with Backtracking Feedback
  2026
• IR$^3$: Contrastive Inverse Reinforcement Learning for Interpretable Detection and Mitigation of Reward Hacking
  2026
• Toward Adaptive Grid Resilience: A Gradient-Free Meta-RL Framework for Critical Load Restoration
  2026
• Sycophancy Mitigation Through Reinforcement Learning with Uncertainty-Aware Adaptive Reasoning Trajectories
  2025
• TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models
  2025