Michal Nauman

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 7

Top Topics

Policy Gradient

Function Approximation

Gradient Estimation

Top Venues

Publications

Michal Nauman, Mateusz Ostaszewski, Krzysztof Jankowski, Piotr Milos, Marek Cygan
Bigger, Regularized, Optimistic: scaling for compute and sample-efficient continuous control. CoRR (2024)
Michal Nauman, Michal Bortkiewicz, Mateusz Ostaszewski, Piotr Milos, Tomasz Trzcinski, Marek Cygan
Overestimation, Overfitting, and Plasticity in Actor-Critic: the Bitter Lesson of Reinforcement Learning. CoRR (2024)
Michal Nauman, Mateusz Ostaszewski, Marek Cygan
A Case for Validation Buffer in Pessimistic Actor-Critic. CoRR (2024)
Michal Nauman, Marek Cygan
On Many-Actions Policy Gradient. ICML (2023)
Michal Nauman, Marek Cygan
Decoupled Actor-Critic. CoRR (2023)
Michal Nauman, Marek Cygan
On All-Action Policy Gradients. CoRR (2022)
Michal Nauman, Floris den Hengst
Low-Variance Policy Gradient Estimation with World Models. CoRR (2020)