Martin Riedmiller
- Playing Atari with Deep Reinforcement Learning
2013/12/19 by Volodymyr Mnih, Mnih, Volodymyr, Koray Kavukcuoglu +11 · 5 voices · 533 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence in Games #Reinforcement Learning in Robotics #cs.LG
- DeepMind Control Suite
2018/01/02 by Yuval Tassa, Yotam Doron, Tassa, Yuval +21 · 2 voices · 164 citations
Computer Science · #Distributed and Parallel Computing Systems #Parallel Computing and Optimization Techniques #Reinforcement Learning in Robotics #cs.AI
- Graph networks as learnable physics engines for inference and control
2018/06/04 by Álvaro Sánchez‐González, Nicolas Heess, Sanchez-Gonzalez, Alvaro +11 · 44 citations
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Data Visualization and Analytics #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Magnetic control of tokamak plasmas through deep reinforcement learning
2022/02/16 by Jonas Degrave, F. Felici, Jonas Buchli +28 · 40 citations
Physics and Astronomy · #Magnetic confinement fusion research
- Embed to Control: A Locally Linear Latent Dynamics Model for Control from Raw Images
2015/06/24 by Manuel Watter, Jost Tobias Springenberg, Watter, Manuel +5 · 23 citations
Computer Science · Physics and Astronomy · #Generative Adversarial Networks and Image Synthesis #Neural Networks and Applications #Model Reduction and Neural Networks
- RoboCat: A Self-Improving Generalist Agent for Robotic Manipulation
2023/06/20 by Konstantinos Bousmalis, Giulia Vezzani, Bousmalis, Konstantinos +73 · 40 citations
Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Reinforcement Learning in Robotics
- Emergence of Locomotion Behaviours in Rich Environments
2017/07/07 by Nicolas Heess, Dhruva Tb, Heess, Nicolas +21 · 23 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Reinforcement Learning in Robotics #Robotic Locomotion and Control #Zebrafish Biomedical Research Applications
- TORAX: A Fast and Differentiable Tokamak Transport Simulator in JAX
2024/06/10 by Jonathan Citrin, J. Citrin, Ian Goodfellow +29 · 2 voices · 5 citations
Physics and Astronomy · Engineering · #physics.plasm-ph
- Discriminative Unsupervised Feature Learning with Exemplar Convolutional\n Neural Networks
2014/06/26 by Alexey Dosovitskiy, Philipp Fischer, Dosovitskiy, Alexey +7 · 5 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
- Improving Deep Neural Networks with Probabilistic Maxout Units
2013/12/20 by Jost Tobias Springenberg, Springenberg, Jost Tobias, Martin Riedmiller +1 · 8 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning
- V-MPO: On-Policy Maximum a Posteriori Policy Optimization for Discrete and Continuous Control
2019/09/26 by Hao Song, Abbas Abdolmaleki, Song, H. Francis +25 · 9 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Single-cell and spatial transcriptomics #Zebrafish Biomedical Research Applications
- Relative Entropy Regularized Policy Iteration
2018/12/05 by Abbas Abdolmaleki, Abdolmaleki, Abbas, Jost Tobias Springenberg +13 · 6 citations
Computer Science · Engineering · #Adaptive Dynamic Programming Control #Advanced Control Systems Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
- Offline Actor-Critic Reinforcement Learning Scales to Large Models
2024/02/08 by Jost Tobias Springenberg, Springenberg, Jost Tobias, Abbas Abdolmaleki +21 · 8 citations
Psychology · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mental Health Research Topics #Robotics (cs.RO)
- Continuous-Discrete Reinforcement Learning for Hybrid Control in\n Robotics
2020/01/02 by Michael Neunert, Neunert, Michael, Abbas Abdolmaleki +17 · 3 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #FOS: Computer and information sciences #Formal Methods in Verification #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Robotics (cs.RO) #Viral Infectious Diseases and Gene Expression in Insects
- A Distributional View on Multi-Objective Policy Optimization
2020/05/15 by Abbas Abdolmaleki, Sandy H. Huang, Abdolmaleki, Abbas +16 · 3 citations
Computer Science · #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 #Robotics (cs.RO)
- Robust Constrained Reinforcement Learning for Continuous Control with Model Misspecification
2020/10/20 by Daniel J. Mankowitz, Mankowitz, Daniel J., Dan A. Calian +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
- Learning Robot Soccer from Egocentric Vision with Deep Reinforcement Learning
2024/05/03 by Dhruva Tirumala, Markus Wulfmeier, Tirumala, Dhruva +29 · 6 citations
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human Pose and Action Recognition #Reinforcement Learning in Robotics #Robotics (cs.RO)
- Mastering Stacking of Diverse Shapes with Large-Scale Iterative Reinforcement Learning on Real Robots
2023/12/18 by Thomas Lampe, Abbas Abdolmaleki, Lampe, Thomas +27 · 5 citations
Computer Science · Engineering · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Robotics (cs.RO)
- Robust Reinforcement Learning for Continuous Control with Model Misspecification
2019/06/18 by Daniel J. Mankowitz, Mankowitz, Daniel J., Nir Levine +17 · 2 citations
Computer Science · #Adaptive Dynamic Programming Control #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
- Collect & Infer -- a fresh look at data-efficient Reinforcement Learning
2021/08/23 by Martin Riedmiller, Jost Tobias Springenberg, Riedmiller, Martin +5 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
- On Multi-objective Policy Optimization as a Tool for Reinforcement Learning: Case Studies in Offline RL and Finetuning
2021/06/15 by Abbas Abdolmaleki, Sandy H. Huang, Abdolmaleki, Abbas +25 · 2 citations
Computer Science · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotics (cs.RO)
- Learning from negative feedback, or positive feedback or both
2024/10/05 by Abbas Abdolmaleki, Abdolmaleki, Abbas, Bilal Piot +21 · 5 citations
Computer Science · #Semantic Web and Ontologies
- Imitating Language via Scalable Inverse Reinforcement Learning
2024/09/02 by Markus Wulfmeier, Wulfmeier, Markus, Michael Bloesch +29 · 3 citations
Computer Science · Engineering · #Reinforcement Learning in Robotics #Evolutionary Algorithms and Applications #Modular Robots and Swarm Intelligence
- A Generalist Dynamics Model for Control
2023/05/18 by Ingmar Schubert, Schubert, Ingmar, Jingwei Zhang +17 · 2 citations
Computer Science · Physics and Astronomy · #Neural Networks and Applications #Neural Networks and Reservoir Computing #Model Reduction and Neural Networks
- Replay across Experiments: A Natural Extension of Off-Policy RL
2023/11/27 by Dhruva Tirumala, Tirumala, Dhruva, Thomas Lampe +21 · 2 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotic Locomotion and Control #Robotics (cs.RO)
- DemoStart: Demonstration-led auto-curriculum applied to sim-to-real with multi-fingered robots
2024/09/10 by Maria Bauzá, José Enrique Chen, Bauza, Maria +29 · 2 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robot Manipulation and Learning #Robotic Mechanisms and Dynamics #Robotics (cs.RO) #Teaching and Learning Programming