Michal Nauman
5 papers · 2023–2025 · 3 conferences · across top CS/AI conferences
Achievements
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🌍
Conference Polyglot
(3)
🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🐝
Cross-Pollinator
(13)
Conferences
ICML (3)
AAAI (1)
NIPS (1)
Top co-authors
Keywords
sample efficiency
(2)
policy gradient
(1)
continuous control
(1)
model-based reinforcement learning
(1)
variance reduction
(1)
expected utility
(1)
optimistic exploration
(1)
continuous action
(1)
model-free algorithm
(1)
pessimistic policy
(1)
deep reinforcement learning
(1)
risk-aware reinforcement learning
(1)
Papers
Decoupled Policy Actor-Critic: Bridging Pessimism and Risk Awareness in Reinforcement Learning
AAAI 2025
Value-Based Deep RL Scales Predictably
ICML 2025
Bigger, Regularized, Optimistic: scaling for compute and sample efficient continuous control
NIPS 2024
Overestimation, Overfitting, and Plasticity in Actor-Critic: the Bitter Lesson of Reinforcement Learning
ICML 2024
On Many-Actions Policy Gradient
ICML 2023