Awesome Reinforcement Learning
Papers
Topics
Trending
Leaderboards
Authors
Datasets
Learn
Ask AI
Map
Tools
Reading Packs
News
All sections
Browse
Papers
The full index, filterable and sortable.
Topics
The same papers grouped by subject tag.
Trending
What moved this week, and by how much.
Authors
Who publishes here, and who they publish with.
Map
The collection laid out by embedding similarity.
Compare
Leaderboards
Benchmark tables, with the paper behind each number.
Datasets
The datasets these papers train and evaluate on.
Tools
Code and libraries released alongside the papers.
Read
Learn
Ordered routes from background reading to current work.
Ask AI
Ask a question and get answers cited to these papers.
Videos
The most-watched talks and lectures in this field.
Reading Packs
Short curated sets built around one question.
Follow
News
Press and coverage tied back to the papers.
Blogs
Author and lab write-ups of their own work.
Newsletter
Email digest of what changed, on a schedule.
Research Radar
Paste an abstract, get matches across every collection.
Yours
Saved
Papers you bookmarked in this browser.
+ Add Paper
☾
☀
← authors
·
overview
Loading author…
Ask AI
Pranav Ashok — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Pranav Ashok
2
papers ·
0
citations
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
PAC Statistical Model Checking for Markov Decision Processes and Stochastic Games
2019
dtControl 2.0: Explainable Strategy Representation via Decision Tree Learning Steered by Experts
2021
Top co-authors
Christoph Weinhuber
· 1
Jan K\v{r}et\'insk\'y
· 1
Jan K\v{r}et\'insk\'y and Maximilian Weininger
· 1
Mathias Jackermeier
· 1
Maximilian Weininger
· 1
Mayank Yadav
· 1
Topics
Game AI
Model-Based RL
Multi-Agent
cs.AI
cs.FL
cs.LG
cs.LO
cs.SY
eess.SY