Steven Kapturowski
10 papers · 2019–2024 · 3 conferences · across top CS/AI conferences
Achievements
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🗺️ Taxonomy Completionist (11) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🏃 Academic Marathon (5) 🐝 Cross-Pollinator (13)
🌍
Conference Polyglot
(3)
👑
Triple Crown
💎
Century Club
(10)
Conferences
ICLR (5)
ICML (3)
NIPS (2)
Top co-authors
Keywords
deep reinforcement learning
(1)
representation learning
(1)
reinforcement learning
(1)
information bottleneck
(1)
value function
(1)
continuous control
(1)
off-policy learning
(1)
signal propagation
(1)
atari game
(1)
representation collapse
(1)
exploratory policy
(1)
model learning
(1)
conservative algorithm
(1)
human benchmark
(1)
policy parameterization
(1)
multi-step reinforcement learning
(1)
large language model
(1)
value prediction
(1)
multi-step learning
(1)
neural network
(1)
Papers
Unlocking the Power of Representations in Long-term Novelty-based Exploration
ICLR 2024
Transformers need glasses! Information over-squashing in language tasks
NIPS 2024
Offline Actor-Critic Reinforcement Learning Scales to Large Models
ICML 2024
Human-level Atari 200x faster
ICLR 2023
Revisiting Peng’s Q($λ$) for Modern Reinforcement Learning
ICML 2021
Making Efficient Use of Demonstrations to Solve Hard Exploration Problems
ICLR 2020
Value-driven Hindsight Modelling
NIPS 2020
Never Give Up: Learning Directed Exploration Strategies
ICLR 2020
Agent57: Outperforming the Atari Human Benchmark
ICML 2020
Recurrent Experience Replay in Distributed Reinforcement Learning
ICLR 2019