Marc G Bellemare
9 papers · 2021–2024 · 2 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (2) π Cross-Pollinator (13) πΊοΈ Taxonomy Completionist (12)
β‘
Prolific Year
(6)
Conferences
ICLR (5)
ICML (4)
Top co-authors
Keywords
value estimation
(2)
policy evaluation
(2)
reinforcement learning
(2)
deep learning
(1)
distributional reinforcement learning
(1)
value iteration
(1)
state representation
(1)
temporal-difference learning
(1)
return distribution
(1)
auxiliary learning
(1)
monte carlo
(1)
neural network scaling
(1)
atari benchmark
(1)
auxiliary objective
(1)
sample efficiency
(1)
temporal difference learning
(1)
Papers
A Distributional Analogue to the Successor Representation
ICML 2024
Proto-Value Networks: Scaling Representation Learning with Auxiliary Tasks
ICLR 2023
Investigating Multi-task Pretraining and Generalization in Reinforcement Learning
ICLR 2023
Sample-Efficient Reinforcement Learning by Breaking the Replay Ratio Barrier
ICLR 2023
The Statistical Benefits of Quantile Temporal-Difference Learning for Value Estimation
ICML 2023
Bigger, Better, Faster: Human-level Atari with human-level efficiency
ICML 2023
Bootstrapped Representations in Reinforcement Learning
ICML 2023
The Importance of Pessimism in Fixed-Dataset Policy Optimization
ICLR 2021
Contrastive Behavioral Similarity Embeddings for Generalization in Reinforcement Learning
ICLR 2021