Awesome Reinforcement Learning
📄
Papers
🧭
Topics
🔥
Trending
🗺️
Map
🏆
Leaderboards
🎓
Learn
🤖
Ask AI
⋯
More
👥
Authors
📚
Reading Packs
📊
Datasets
🛠️
Tools
📰
News
📝
Blogs
✉️
Newsletter
🎯
Research Radar
🔖
Saved
+ Add Paper
☾
☀
← authors
·
overview
Loading author…
🤖
Ask AI
Rob Fergus — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Rob Fergus
26
papers ·
574
citations ·
76
h-index
New York University · University of Maryland, College Park
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Image Augmentation Is All You Need: Regularizing Deep Reinforcement Learning from Pixels
2020 · 171 citations
Modeling Others using Oneself in Multi-Agent Reinforcement Learning
2018 · 68 citations
Mastering Visual Continuous Control: Improved Data-Augmented Reinforcement Learning
2021 · 67 citations
Automatic Data Augmentation for Generalization in Deep Reinforcement Learning
2020 · 52 citations
Reinforcement Learning with Prototypical Representations
2021 · 42 citations
Offline Reinforcement Learning with Fisher Divergence Critic Regularization
2021 · 39 citations
Learning Goal Embeddings via Self-Play for Hierarchical Reinforcement Learning
2018 · 15 citations
Fast Adaptation via Policy-Dynamics Value Functions
2020 · 9 citations
Collaborating with language models for embodied reasoning
2023 · 9 citations
Decoupling Value and Policy for Generalization in Reinforcement Learning
2021 · 4 citations
KL-Regularized Reinforcement Learning is Designed to Mode Collapse
2025 · 1 citations
Improving Sample Efficiency in Model-Free Reinforcement Learning from Images
2019
Empirically Verifying Hypotheses Using Reinforcement Learning
2020
Accelerating exploration and representation learning with offline pre-training
2023
Hierarchical reinforcement learning with natural language subgoals
2023
Top co-authors
Denis Yarats
· 5
Arthur Szlam
· 4
Ilya Kostrikov
· 4
Roberta Răileanu
· 4
Kenneth Marino
· 3
Alessandro Lazaric
· 2
Anthony GX-Chen
· 2
Arun Ahuja
· 2
Emily Denton
· 2
Ishita Dasgupta
· 2
Lerrel Pinto
· 2
Max Goldstein
· 2
Topics
Model-Based RL
Exploration
Meta-RL
Value-Based
Game AI
Offline RL
Policy Gradient
RLHF & Alignment
Multi-Agent
Safe RL