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
Sheila A. McIlraith — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Sheila A. McIlraith
14
papers ·
28
citations ·
51
h-index
Vector Institute
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
You Can't Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments
2022 · 8 citations
The act of remembering: a study in partially observable reinforcement learning
2020 · 3 citations
Planning from Pixels using Inverse Dynamics Models
2020 · 3 citations
Challenges to Solving Combinatorially Hard Long-Horizon Deep RL Tasks
2022 · 2 citations
Learning to Follow Instructions in Text-Based Games
2022 · 2 citations
Learning Reward Machines: A Study in Partially Observable Reinforcement Learning
2021 · 1 citations
Learning Symbolic Representations for Reinforcement Learning of Non-Markovian Behavior
2023 · 1 citations
Pushdown Reward Machines for Reinforcement Learning
2025
AppBuddy: Learning to Accomplish Tasks in Mobile Apps via Reinforcement Learning
2021
Be Considerate: Objectives, Side Effects, and Deciding How to Act
2021
Top co-authors
Rodrigo Toro Icarte
· 6
Toryn Q. Klassen
· 5
Andrew C. Li
· 3
Jimmy Ba
· 2
Keiran Paster
· 2
Pashootan Vaezipoor
· 2
Richard Valenzano
· 2
Allan Jepson
· 1
Amir-massoud Farahmand
· 1
Brian Logan
· 1
Ethan Waldie
· 1
Giovanni Varricchione
· 1
Topics
Model-Based RL
Exploration
Value-Based
Safe RL
Meta-RL
Offline RL
RLHF & Alignment
Game AI
Policy Gradient
Multi-Agent