Sheila McIlraith
7 papers · 2018–2023 · 3 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (3) π Academic Marathon (5) π Renaissance Researcher (6) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (19)
π§
Keyword Pioneer
π£
Hot Topic Early Bird
π
Cross-Pollinator
(15)
Conferences
NIPS (4)
IJCAI (2)
ICML (1)
Top co-authors
Keywords
off-policy learning
(2)
reward machine
(2)
instruction following
(2)
sequential decision making
(1)
supervised learning
(1)
heuristic search
(1)
hierarchical reinforcement learning
(1)
discrete optimization
(1)
constrained clustering
(1)
natural language
(1)
decision tree
(1)
exploration strategy
(1)
decision transformer
(1)
behavioral cloning
(1)
task decomposition
(1)
interpretable clustering
(1)
search algorithm
(1)
latent prior
(1)
text-based game
(1)
linear temporal logic
(1)
Papers
STEVE-1: A Generative Model for Text-to-Behavior in Minecraft
NIPS 2023
Optimal Decision Trees For Interpretable Clustering with Constraints
IJCAI 2023
You Canβt Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments
NIPS 2022
Learning to Follow Instructions in Text-Based Games
NIPS 2022
Type-WA*: Using Exploration in Bounded Suboptimal Planning
IJCAI 2021
Learning Reward Machines for Partially Observable Reinforcement Learning
NIPS 2019
Using Reward Machines for High-Level Task Specification and Decomposition in Reinforcement Learning
ICML 2018