Cosmin Păduraru
- Training Language Models to Self-Correct via Reinforcement Learning
2024/09/19 by Aviral Kumar, Kumar, Aviral, Vincent Zhuang +36 · 2 voices · 108 citations
Computer Science · #Speech and dialogue systems #Topic Modeling #Natural Language Processing Techniques
- Safe Exploration in Continuous Action Spaces
2018/01/26 by Gal Dalal, Dalal, Gal, Krishnamurthy Dvijotham +9 · 35 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #Reinforcement Learning in Robotics
- COptiDICE: Offline Constrained Reinforcement Learning via Stationary Distribution Correction Estimation
2022/04/19 by Jongmin Lee, Cosmin Păduraru, Lee, Jongmin +11 · 9 citations
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Smart Grid Energy Management
- Transformers Meet Directed Graphs
2023/01/31 by Simon Geisler, Yujia Li, Geisler, Simon +9 · 8 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Genomics and Chromatin Dynamics #Advanced Image and Video Retrieval Techniques #Music and Audio Processing
- Hyperparameter Selection for Offline Reinforcement Learning
2020/07/17 by Tom Le Paine, Cosmin Păduraru, Paine, Tom Le +13 · 3 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing #Reinforcement Learning in Robotics
- Robust Constrained Reinforcement Learning for Continuous Control with Model Misspecification
2020/10/20 by Daniel J. Mankowitz, Dan A. Calian, Mankowitz, Daniel J. +13 · 3 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Real-Time Systems Scheduling #Reinforcement Learning in Robotics #Smart Grid Energy Management
- Towards practical reinforcement learning for tokamak magnetic control
2023/07/21 by Brendan Tracey, Tracey, Brendan D., Andrea Michi +33 · 3 citations
Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Magnetic confinement fusion research #Plasma Physics (physics.plasm-ph)
- Active Offline Policy Selection
2021/06/18 by Ksenia Konyushkova, Konyushkova, Ksenia, Yutian Chen +12 · 2 citations
Computer Science · Decision Sciences · #Reinforcement Learning in Robotics #Advanced Bandit Algorithms Research #Machine Learning and Algorithms
- Benchmarks for Deep Off-Policy Evaluation
2021/03/30 by Justin Fu, Fu, Justin, Mohammad Norouzi +22 · 3 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
- RL Unplugged: A Suite of Benchmarks for Offline Reinforcement Learning
2020/06/24 by Çağlar Gülçehre, Gulcehre, Caglar, Ziyu Wang +27 · 1 citation
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
- Optimizing Industrial HVAC Systems with Hierarchical Reinforcement Learning
2022/09/16 by William W. Wong, Wong, William, Praneet Dutta +9 · 1 citation
Energy · Engineering · #Artificial Intelligence (cs.AI) #Building Energy and Comfort Optimization #Energy Efficiency and Management #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Robotics (cs.RO) #Smart Grid Energy Management #Systems and Control (eess.SY) #electronic engineering #information engineering