Kevin Frans
- One Step Diffusion via Shortcut Models
2024/10/16 by Kevin Frans, Danijar Hafner, Frans, Kevin +5 · 102 citations
Decision Sciences · Computer Science · #Simulation Techniques and Applications #Statistical and Computational Modeling
- OGBench: Benchmarking Offline Goal-Conditioned RL
2024/10/26 by Seohong Park, Park, Seohong, Kevin Frans +5 · 40 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model-Driven Software Engineering Techniques
- Is Value Learning Really the Main Bottleneck in Offline RL?
2024/06/13 by Seohong Park, Kevin Frans, Park, Seohong +5 · 17 citations
Business, Management and Accounting · #Artificial Intelligence (cs.AI) #ERP Systems Implementation and Impact #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Diffusion Guidance Is a Controllable Policy Improvement Operator
2025/05/29 by Kevin Frans, Frans, Kevin, Seohong Park +5 · 10 citations
Computer Science · #Artificial Intelligence in Games #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
- Prioritized Generative Replay
2024/10/23 by Renhao Wang, Kevin Frans, Wang, Renhao +7 · 1 voice · 3 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence in Games #Reinforcement Learning in Robotics #cs.LG
- Horizon Reduction Makes RL Scalable
2025/06/04 by Seohong Park, Kevin Frans, Park, Seohong +8 · 11 citations
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Stochastic Gradient Optimization Techniques
- Leveraging Skills from Unlabeled Prior Data for Efficient Online Exploration
2024/10/23 by Max Wilcoxson, Wilcoxson, Max, Qiyang Li +5 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Open Education and E-Learning