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• The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games
  2021 · 595 citations
• Control Synthesis from Linear Temporal Logic Specifications using Model-Free Reinforcement Learning
  2019 · 98 citations
• Secure Planning Against Stealthy Attacks via Model-Free Reinforcement Learning
  2020 · 17 citations
• LADDER: A Human-Level Bidding Agent for Large-Scale Real-Time Online Auctions
  2017 · 13 citations
• Statistically Model Checking PCTL Specifications on Markov Decision Processes via Reinforcement Learning
  2020 · 10 citations
• Learning Optimal Strategies for Temporal Tasks in Stochastic Games
  2021 · 2 citations
• On the Uniqueness of Solution for the Bellman Equation of LTL Objectives
  2024 · 1 citations
• Efficient Reinforcement Learning from Demonstration Using Local Ensemble and Reparameterization with Split and Merge of Expert Policies
  2022
• Extreme Risk Mitigation in Reinforcement Learning using Extreme Value Theory
  2023
• Accelerate Multi-Agent Reinforcement Learning in Zero-Sum Games with Subgame Curriculum Learning
  2023