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
Daniel S. Brown — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Daniel S. Brown
18
papers ·
251
citations ·
18
h-index
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Extrapolating Beyond Suboptimal Demonstrations via Inverse Reinforcement Learning from Observations
2019 · 120 citations
Better-than-Demonstrator Imitation Learning via Automatically-Ranked Demonstrations
2019 · 25 citations
Risk-Aware Active Inverse Reinforcement Learning
2019 · 21 citations
Deep Bayesian Reward Learning from Preferences
2019 · 15 citations
Efficient Preference-Based Reinforcement Learning Using Learned Dynamics Models
2023 · 15 citations
Reward Learning from Suboptimal Demonstrations with Applications in Surgical Electrocautery
2024 · 9 citations
Benchmarks and Algorithms for Offline Preference-Based Reward Learning
2023 · 8 citations
Monte Carlo Augmented Actor-Critic for Sparse Reward Deep Reinforcement Learning from Suboptimal Demonstrations
2022 · 5 citations
Machine Teaching for Inverse Reinforcement Learning: Algorithms and Applications
2018 · 2 citations
Bayesian Robust Optimization for Imitation Learning
2020 · 2 citations
Offline Preference-Based Apprenticeship Learning
2021 · 2 citations
Efficient Probabilistic Performance Bounds for Inverse Reinforcement Learning
2017 · 1 citations
Can Differentiable Decision Trees Enable Interpretable Reward Learning from Human Feedback?
2023
Top co-authors
Scott Niekum
· 6
Wonjoon Goo
· 2
Akansha Kalra
· 1
Alan Kuntz
· 1
Albert Wilcox
· 1
Anca D. Dragan
· 1
Anca D. Dragan
· 1
and Scott Niekum
· 1
Ashwin Balakrishna
· 1
Bao Thach
· 1
Daniel Shin
· 1
Daniel Shin
· 1
Topics
Safe RL
Offline RL
Value-Based
Model-Based RL
Policy Gradient
Exploration
Game AI
RLHF & Alignment
Meta-RL