Marek Cygan
8 papers · 2023–2025 · 4 conferences · across top CS/AI conferences
Achievements
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🌍
Conference Polyglot
(4)
🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🐝
Cross-Pollinator
(13)
Conferences
ICML (4)
NIPS (2)
AAAI (1)
IJCAI (1)
Top co-authors
Keywords
sample efficiency
(3)
deep reinforcement learning
(2)
reinforcement learning
(1)
policy gradient
(1)
autoregressive generation
(1)
continuous control
(1)
model-based reinforcement learning
(1)
variance reduction
(1)
expected utility
(1)
optimistic exploration
(1)
temporal difference
(1)
mixture of expert
(1)
continuous action
(1)
parameter scaling
(1)
model-free algorithm
(1)
critic network
(1)
pessimistic policy
(1)
risk-aware reinforcement learning
(1)
pessimistic actor-critic
(1)
critic approximation error
(1)
Papers
Decoupled Policy Actor-Critic: Bridging Pessimism and Risk Awareness in Reinforcement Learning
AAAI 2025
A Case for Validation Buffer in Pessimistic Actor-Critic
IJCAI 2025
Joint MoE Scaling Laws: Mixture of Experts Can Be Memory Efficient
ICML 2025
Overestimation, Overfitting, and Plasticity in Actor-Critic: the Bitter Lesson of Reinforcement Learning
ICML 2024
Scaling Laws for Fine-Grained Mixture of Experts
ICML 2024
Bigger, Regularized, Optimistic: scaling for compute and sample efficient continuous control
NIPS 2024
Mixture of Tokens: Continuous MoE through Cross-Example Aggregation
NIPS 2024
On Many-Actions Policy Gradient
ICML 2023