Steven Kapturowski
- Agent57: Outperforming the Atari Human Benchmark
2020/03/30 by Adrià Puigdomènech Badia, Bilal Piot, Badia, Adrià Puigdomènech +11 · 1 voice · 12 citations
Computer Science · Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.LG #stat.ML
- Human-level Atari 200x faster
2022/09/15 by Steven Kapturowski, Kapturowski, Steven, Víctor Campos +13 · 2 voices · 3 citations
Computer Science · #cs.LG
- Never Give Up: Learning Directed Exploration Strategies
2020/02/14 by Adrià Puigdomènech Badia, Pablo Sprechmann, Badia, Adrià Puigdomènech +18 · 13 citations
Computer Science · #Artificial Intelligence in Games #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
- Transformers need glasses! Information over-squashing in language tasks
2024/06/06 by Federico Barbero, Andrea Banino, Barbero, Federico +13 · 17 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech and dialogue systems
- Offline Actor-Critic Reinforcement Learning Scales to Large Models
2024/02/08 by Jost Tobias Springenberg, Springenberg, Jost Tobias, Abbas Abdolmaleki +21 · 7 citations
Psychology · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mental Health Research Topics #Robotics (cs.RO)
- Making Efficient Use of Demonstrations to Solve Hard Exploration Problems
2019/09/03 by Tom Le Paine, Paine, Tom Le, Çağlar Gülçehre +25 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Optimization and Search Problems #Reinforcement Learning in Robotics #Robotic Path Planning Algorithms
- Temporal Difference Uncertainties as a Signal for Exploration
2020/10/05 by Sebastian Flennerhag, Jane X. Wang, Flennerhag, Sebastian +17 · 2 citations
Computer Science · Decision Sciences · #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Simulation Techniques and Applications
- Beyond Fine-Tuning: Transferring Behavior in Reinforcement Learning
2021/02/24 by Víctor Campos, Pablo Sprechmann, Campos, Víctor +13 · 3 citations
Computer Science · Neuroscience · #Reinforcement Learning in Robotics #Evolutionary Algorithms and Applications #Neural dynamics and brain function
- Unlocking the Power of Representations in Long-term Novelty-based Exploration
2023/05/02 by Alaa Saade, Steven Kapturowski, Saade, Alaa +15 · 1 citation
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence in Games #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Time Series Analysis and Forecasting