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
Osbert Bastani — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Osbert Bastani
36
papers ·
344
citations ·
27
h-index
Johns Hopkins University · California University of Pennsylvania · University of Pennsylvania · Philadelphia University
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Verifiable Reinforcement Learning via Policy Extraction
2018 · 115 citations
Eureka: Human-Level Reward Design via Coding Large Language Models
2023 · 48 citations
VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training
2022 · 35 citations
MAMPS: Safe Multi-Agent Reinforcement Learning via Model Predictive Shielding
2019 · 24 citations
LIV: Language-Image Representations and Rewards for Robotic Control
2023 · 24 citations
A Composable Specification Language for Reinforcement Learning Tasks
2020 · 21 citations
Conservative Offline Distributional Reinforcement Learning
2021 · 15 citations
Compositional Reinforcement Learning from Logical Specifications
2021 · 10 citations
Specification-Guided Learning of Nash Equilibria with High Social Welfare
2022 · 9 citations
Robust Model Predictive Shielding for Safe Reinforcement Learning with Stochastic Dynamics
2019 · 7 citations
Program Synthesis Guided Reinforcement Learning for Partially Observed Environments
2021 · 3 citations
Improving Human Sequential Decision-Making with Reinforcement Learning
2021 · 3 citations
Policy Synthesis and Reinforcement Learning for Discounted LTL
2023 · 3 citations
Abstract Value Iteration for Hierarchical Reinforcement Learning
2020 · 2 citations
Conservative and Adaptive Penalty for Model-Based Safe Reinforcement Learning
2021 · 2 citations
Top co-authors
Dinesh Jayaraman
· 7
Yecheng Jason Ma
· 7
Kishor Jothimurugan
· 6
Rajeev Alur
· 6
Armando Solar-Lezama
· 2
Hamsa Bastani
· 2
Insup Lee
· 2
Jason Yan
· 2
Suguman Bansal
· 2
William Liang
· 2
Yewen Pu
· 2
Amy Zhang
· 1
Topics
Safe RL
Model-Based RL
Value-Based
Meta-RL
Offline RL
Policy Gradient
Exploration
Game AI
Multi-Agent
RLHF & Alignment