Efroni, Yonathan
- Action Robust Reinforcement Learning and Applications in Continuous Control
2019/01/26 by Chen Tessler, Yonathan Efroni, Tessler, Chen +3 · 14 citations
Computer Science · #Adversarial Robustness in Machine Learning #Reinforcement Learning in Robotics
- Exploration-Exploitation in Constrained MDPs
2020/03/04 by Yonathan Efroni, Efroni, Yonathan, Shie Mannor +3 · 12 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- Adaptive Trust Region Policy Optimization: Global Convergence and Faster\n Rates for Regularized MDPs
2019/09/06 by Lior Shani, Yonathan Efroni, Shani, Lior +3 · 7 citations
Computer Science · #Reinforcement Learning in Robotics #Distributed Control Multi-Agent Systems
- Mirror Descent Policy Optimization
2020/05/20 by Tomar, Manan, Shani, Lior, Efroni, Yonathan +1 · 5 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- RL for Latent MDPs: Regret Guarantees and a Lower Bound
2021/02/09 by Jeongyeol Kwon, Yonathan Efroni, Kwon, Jeongyeol +5 · 5 citations
Computer Science · Decision Sciences · Mathematics · #Reinforcement Learning in Robotics #Advanced Bandit Algorithms Research #Markov Chains and Monte Carlo Methods
- Guaranteed Discovery of Control-Endogenous Latent States with Multi-Step Inverse Models
2022/07/17 by Alex Lamb, Lamb, Alex, Riashat Islam +17 · 5 citations
Computer Science · #Time Series Analysis and Forecasting #Reinforcement Learning in Robotics #AI-based Problem Solving and Planning
- Provable Reinforcement Learning with a Short-Term Memory
2022/02/08 by Efroni, Yonathan, Jin, Chi, Krishnamurthy, Akshay +1 · 4 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Optimistic Policy Optimization with Bandit Feedback
2020/02/19 by Efroni, Yonathan, Shani, Lior, Rosenberg, Aviv +1 · 3 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Agent-Controller Representations: Principled Offline RL with Rich Exogenous Information
2022/10/31 by Islam, Riashat, Tomar, Manan, Lamb, Alex +8 · 3 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- Reinforcement Learning with Trajectory Feedback
2020/08/13 by Efroni, Yonathan, Merlis, Nadav, Mannor, Shie · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Confidence-Budget Matching for Sequential Budgeted Learning
2021/02/05 by Efroni, Yonathan, Merlis, Nadav, Saha, Aadirupa +1 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Minimax Regret for Stochastic Shortest Path
2021/03/24 by Cohen, Alon, Efroni, Yonathan, Mansour, Yishay +1 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- The Bias of Harmful Label Associations in Vision-Language Models
2024/02/11 by Caner Hazırbaş, Hazirbas, Caner, Alicia Sun +5 · 3 citations
Social Sciences · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Religion and Sociopolitical Dynamics in Nigeria
- Tight Regret Bounds for Model-Based Reinforcement Learning with Greedy\n Policies
2019/05/27 by Yonathan Efroni, Efroni, Yonathan, Nadav Merlis +5 · 2 citations
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Smart Grid Energy Management
- Reinforcement Learning in Reward-Mixing MDPs
2021/10/07 by Kwon, Jeongyeol, Efroni, Yonathan, Caramanis, Constantine +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG)
- Provable RL with Exogenous Distractors via Multistep Inverse Dynamics
2021/10/17 by Yonathan Efroni, Efroni, Yonathan, Dipendra Misra +7 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
- Query-Reward Tradeoffs in Multi-Armed Bandits
2021/10/12 by Nadav Merlis, Yonathan Efroni, Merlis, Nadav +3 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Optimization and Search Problems
- Reward-Mixing MDPs with a Few Latent Contexts are Learnable
2022/10/05 by Jeongyeol Kwon, Yonathan Efroni, Kwon, Jeongyeol +5 · 1 citation
Computer Science · #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
- PcLast: Discovering Plannable Continuous Latent States
2023/11/06 by Koul, Anurag, Sujit, Shivakanth, Chen, Shaoru +11 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- RL in Latent MDPs is Tractable: Online Guarantees via Off-Policy Evaluation
2024/06/03 by Kwon, Jeongyeol, Mannor, Shie, Caramanis, Constantine +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Imbalanced Gradients in RL Post-Training of Multi-Task LLMs
2025/10/22 by R Wu, Wu, Runzhe, Samanta, Ankur +16 · 2 citations
Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Exploiting Structure in Offline Multi-Agent RL: The Benefits of Low Interaction Rank
2024/10/01 by Zhan, Wenhao, Fujimoto, Scott, Zhu, Zheqing +3 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Aligned Multi Objective Optimization
2025/02/19 by Yonathan Efroni, Efroni, Yonathan, Ben Kertzu +10 · 2 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Reinforcement Learning in Robotics