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
Suguman Bansal — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Suguman Bansal
7
papers ·
25
citations ·
8
h-index
Georgia Institute of Technology
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Compositional Reinforcement Learning from Logical Specifications
2021 · 10 citations
Specification-Guided Learning of Nash Equilibria with High Social Welfare
2022 · 9 citations
Synthesis from Satisficing and Temporal Goals
2022 · 6 citations
Reinforcement Learning for Reachability: Guaranteeing Asymptotic Optimality
2026
Decoupled Behavioral Cloning for Scalable Inductive Generalization in RL from Specifications
2026
Certificate-Guided Evaluation of Reinforcement Learning Generalization
2026
Inductive Generalization in Reinforcement Learning from Specifications
2024
Top co-authors
Kishor Jothimurugan
· 2
Osbert Bastani
· 2
Rajeev Alur
· 2
Vignesh Subramanian
· 2
Amogh Palasamudram
· 1
Andrew Wells
· 1
\DJ}or{\dj}e \v{Z}ikeli\'c
· 1
Jakub Svoboda
· 1
Krishnendu Chatterjee
· 1
Lydia Kavraki
· 1
Moshe Y. Vardi
· 1
Rohit Kushwah
· 1
Topics
Model-Based RL
Value-Based
Meta-RL
Safe RL
Policy Gradient
Exploration
Multi-Agent
Game AI