Nauman, Michal

14 publications

IJCAI 2025 A Case for Validation Buffer in Pessimistic Actor-Critic Michal Nauman, Mateusz Ostaszewski, Marek Cygan

NeurIPS 2025 Bigger, Regularized, Categorical: High-Capacity Value Functions Are Efficient Multi-Task Learners Michal Nauman, Marek Cygan, Carmelo Sferrazza, Aviral Kumar, Pieter Abbeel

NeurIPS 2025 Compute-Optimal Scaling for Value-Based Deep RL Preston Fu, Oleh Rybkin, Zhiyuan Zhou, Michal Nauman, Pieter Abbeel, Sergey Levine, Aviral Kumar

AAAI 2025 Decoupled Policy Actor-Critic: Bridging Pessimism and Risk Awareness in Reinforcement Learning Michal Nauman, Marek Cygan

ICML 2025 Value-Based Deep RL Scales Predictably Oleh Rybkin, Michal Nauman, Preston Fu, Charlie Victor Snell, Pieter Abbeel, Sergey Levine, Aviral Kumar

ICLRW 2025 Value-Based Deep RL Scales Predictably Oleh Rybkin, Michal Nauman, Preston Fu, Charlie Victor Snell, Pieter Abbeel, Sergey Levine, Aviral Kumar

ICMLW 2024 A Case for Validation Buffer in Pessimistic Actor-Critic Michal Nauman, Mateusz Ostaszewski, Marek Cygan

NeurIPS 2024 Bigger, Regularized, Optimistic: Scaling for Compute and Sample Efficient Continuous Control Michal Nauman, Mateusz Ostaszewski, Krzysztof Jankowski, Piotr Miłoś, Marek Cygan

ICMLW 2024 Bigger, Regularized, Optimistic: Scaling for Compute and Sample-Efficient Continuous Control Michal Nauman, Mateusz Ostaszewski, Krzysztof Jankowski, Piotr Miłoś, Marek Cygan

ICMLW 2024 On the Theory of Risk-Aware Agents: Bridging Actor-Critic and Economics Michal Nauman, Marek Cygan

ICML 2024 Overestimation, Overfitting, and Plasticity in Actor-Critic: The Bitter Lesson of Reinforcement Learning Michal Nauman, Michał Bortkiewicz, Piotr Miłoś, Tomasz Trzcinski, Mateusz Ostaszewski, Marek Cygan

NeurIPSW 2024 Seeing Through Their Eyes: Evaluating Visual Perspective Taking in Vision Language Models Gracjan Góral, Alicja Ziarko, Michal Nauman, Maciej Wolczyk

ICML 2023 On Many-Actions Policy Gradient Michal Nauman, Marek Cygan

NeurIPSW 2022 On All-Action Policy Gradients Michal Nauman, Marek Cygan