Kimin Lee

University of California, Berkeley, Berkeley College, Korea Advanced Institute of Science and Technology, Korea Innotech (South Korea)

Papers

18

Total Citations

272

H-Index

9

About

No biography available yet.

Research Focus

Computer science18 · 272 citations
Artificial intelligence17 · 266 citations
Machine learning13 · 234 citations
Reinforcement learning10 · 207 citations
Mathematics8 · 184 citations
Generalization7 · 173 citations
Robot7 · 103 citations
Psychology5 · 101 citations
Artificial neural network3 · 101 citations
Randomized controlled trial3 · 99 citations
Randomization3 · 99 citations
Reinforcement2 · 64 citations

Key Achievements

9
H-Index
18
Papers
272
Total Citations
15
Avg Citations/Paper
🏆 Most Cited Paper
Network Randomization: A Simple Technique for Generalization in Deep Reinforcement Learning
48 citations · 2020
📈 Most Prolific Year: 2022 (5 Papers)
🤝 Key Collaborators: 36
🏛 Institutions: University of California, Berkeley, Berkeley College, Korea Advanced Institute of Science and Technology, Korea Innotech (South Korea)

Top Papers

  1. 1
    Network Randomization: A Simple Technique for Generalization in Deep Reinforcement Learning
    48 citations · 2020
  2. 2
    Network Randomization: A Simple Technique for Generalization in Deep Reinforcement Learning
    47 citations · 2019
  3. 3
    Context-aware Dynamics Model for Generalization in Model-Based\n Reinforcement Learning
    28 citations · 2020
  4. 4
    Towards More Generalizable One-shot Visual Imitation Learning
    27 citations · 2022
  5. 5
    Offline-to-Online Reinforcement Learning via Balanced Replay and\n Pessimistic Q-Ensemble
    18 citations · 2021
  6. 6
    Dynamics Generalization via Information Bottleneck in Deep Reinforcement Learning
    17 citations · 2020
  7. 7
    SURF: Semi-supervised Reward Learning with Data Augmentation for Feedback-efficient Preference-based Reinforcement Learning
    14 citations · 2022
  8. 8
    PEBBLE: Feedback-Efficient Interactive Reinforcement Learning via Relabeling Experience and Unsupervised Pre-training
    13 citations · 2021
  9. 9
    Masked World Models for Visual Control
    10 citations · 2022
  10. 10
    Reward Uncertainty for Exploration in Preference-based Reinforcement Learning
    8 citations · 2022

Key Collaborators

PAPieter Abbeel12 shared papersJSJinwoo Shin7 shared papersHLHonglak Lee5 shared papersYSYounggyo Seo5 shared papersKLKibok Lee3 shared papersFLFangchen Liu3 shared papersSJStephen James2 shared papersZMZhao Mandi2 shared papersSLSeunghyun Lee2 shared papersLSLaura Smith1 shared papersHLHae‐Seok Lee1 shared papersXLXingyu Lu1 shared papersXWXiaofei Wang1 shared papersHLHao Liu1 shared papersAKAniruddha Kembhavi1 shared papersJKJunsu Kim1 shared papersHKHongki Kim1 shared papersMHMinyoung Hwang1 shared papersMLMin‐Gu Lee1 shared papersSTStas Tiomkin1 shared papers
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