Nicklas Hansen
- Temporal Difference Learning for Model Predictive Control
2022/03/09 by Nicklas Hansen, Xiaolong Wang, Hansen, Nicklas +3 · 97 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · #Advanced Control Systems Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Metabolomics and Mass Spectrometry Studies #Robotics (cs.RO)
- TD-MPC2: Scalable, Robust World Models for Continuous Control
2023/10/25 by Nicklas Hansen, Hansen, Nicklas, Hao Su +3 · 128 citations
Engineering · Decision Sciences · #Advanced Control Systems Optimization #Fault Detection and Control Systems #Simulation Techniques and Applications
- GNFactor: Multi-Task Real Robot Learning with Generalizable Neural Feature Fields
2023/08/31 by Yanjie Ze, Ze, Yanjie, Ge Yan +15 · 33 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Domain Adaptation and Few-Shot Learning #Cell Image Analysis Techniques #Advanced Neural Network Applications
- Learning Vision-Guided Quadrupedal Locomotion End-to-End with Cross-Modal Transformers
2021/07/08 by Ruihan Yang, Yang, Ruihan, Minghao Zhang +7 · 23 citations
Computer Science · Engineering · #Human Pose and Action Recognition #Robotic Locomotion and Control #Multimodal Machine Learning Applications
- Generalization in Reinforcement Learning by Soft Data Augmentation
2020/11/26 by Nicklas Hansen, Hansen, Nicklas, Xiaolong Wang +1 · 19 citations
Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
- Visual Reinforcement Learning with Self-Supervised 3D Representations
2022/10/13 by Yanjie Ze, Ze, Yanjie, Nicklas Hansen +7 · 13 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Robotic Locomotion and Control #Robotics (cs.RO)
- Stabilizing Deep Q-Learning with ConvNets and Vision Transformers under Data Augmentation
2021/07/01 by Nicklas Hansen, Hansen, Nicklas, Hao Su +3 · 9 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotics (cs.RO)
- Look Closer: Bridging Egocentric and Third-Person Views with Transformers for Robotic Manipulation
2022/01/19 by Rishabh Jangir, Nicklas Hansen, Jangir, Rishabh +7 · 7 citations
Computer Science · Engineering · Neuroscience · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Robotics (cs.RO) #Tactile and Sensory Interactions
- MoDem: Accelerating Visual Model-Based Reinforcement Learning with Demonstrations
2022/12/12 by Nicklas Hansen, Hansen, Nicklas, Yixin Lin +9 · 8 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotics (cs.RO)
- Hierarchical World Models as Visual Whole-Body Humanoid Controllers
2024/05/28 by Nicklas Hansen, Hansen, Nicklas, S V Jyothir +9 · 10 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Robotics (cs.RO) #Video Surveillance and Tracking Methods
- On Pre-Training for Visuo-Motor Control: Revisiting a Learning-from-Scratch Baseline
2022/12/12 by Nicklas Hansen, Hansen, Nicklas, Zhecheng Yuan +13 · 7 citations
Computer Science · #Advanced Neural Network Applications #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Robotics (cs.RO)
- MoDem-V2: Visuo-Motor World Models for Real-World Robot Manipulation
2023/09/25 by Patrick Lancaster, Lancaster, Patrick, Nicklas Hansen +5 · 7 citations
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Robotics (cs.RO)
- Graph Inverse Reinforcement Learning from Diverse Videos
2022/07/28 by Sateesh Kumar, Kumar, Sateesh, J. Zamora +7 · 5 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotics (cs.RO)
- Finetuning Offline World Models in the Real World
2023/10/24 by Yunhai Feng, Feng, Yunhai, Nicklas Hansen +7 · 7 citations
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Robotics (cs.RO)
- PWM: Policy Learning with Multi-Task World Models
2024/07/02 by Ignat Georgiev, Varun Giridhar, Georgiev, Ignat +5 · 5 citations
Computer Science · Engineering · #Reinforcement Learning in Robotics #Domain Adaptation and Few-Shot Learning #Robot Manipulation and Learning
- A Recipe for Unbounded Data Augmentation in Visual Reinforcement Learning
2024/05/27 by Abdulaziz Almuzairee, Almuzairee, Abdulaziz, Nicklas Hansen +3 · 4 citations
Engineering · #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- Short Term Blood Glucose Prediction based on Continuous Glucose\n Monitoring Data
2020/02/06 by Ali Mohebbi, Alexander Rosenberg Johansen, Mohebbi, Ali +13 · 1 citation
Medicine · Health Professions · #Diabetes Management and Research #Diabetes, Cardiovascular Risks, and Lipoproteins #Artificial Intelligence in Healthcare
- Multi-Stage Manipulation with Demonstration-Augmented Reward, Policy, and World Model Learning
2025/03/03 by Adrià López Escoriza, Escoriza, Adrià López, Nicklas Hansen +7 · 2 citations
Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Neural Networks and Applications #Reinforcement Learning in Robotics