Steven Kapturowski
10 papers · 2019–2024 · 3 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (19) 👑 Triple Crown
💎
Century Club · Bronze
Venues
Top co-authors
Research topics
Keywords
reinforcement learning
(4)
deep reinforcement learning
(2)
value function
(2)
representation learning
(1)
policy optimization
(1)
information bottleneck
(1)
transformer
(1)
self-supervised learning
(1)
atari game
(1)
signal propagation
(1)
episodic memory
(1)
continuous control
(1)
state representation
(1)
inverse dynamics
(1)
off-policy learning
(1)
density estimation
(1)
partially observable environment
(1)
recurrent neural network
(1)
imitation learning
(1)
neural network architecture
(1)
Papers
Offline Actor-Critic Reinforcement Learning Scales to Large Models
ICML 2024
Transformers need glasses! Information over-squashing in language tasks
NeurIPS 2024
Unlocking the Power of Representations in Long-term Novelty-based Exploration
ICLR 2024
Human-level Atari 200x faster
ICLR 2023
Revisiting Peng’s Q($λ$) for Modern Reinforcement Learning
ICML 2021
Agent57: Outperforming the Atari Human Benchmark
ICML 2020
Making Efficient Use of Demonstrations to Solve Hard Exploration Problems
ICLR 2020
Never Give Up: Learning Directed Exploration Strategies
ICLR 2020
Value-driven Hindsight Modelling
NeurIPS 2020
Recurrent Experience Replay in Distributed Reinforcement Learning
ICLR 2019