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Michal Nauman

PhD student, University of Warsaw

2 papers at NeurIPS 2025

OpenReview· Semantic Scholar· Google Scholar

Poster Session 2

Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Bigger, Regularized, Categorical: High-Capacity Value Functions are Efficient Multi-Task Learners

#305 · Michal Nauman, Marek Cygan, Carmelo Sferrazza, Aviral Kumar, Pieter Abbeel

We find that online multi-task RL with high-capacity value models leads to SOTA sample efficiency and performance

Poster Session 6

Friday, December 5, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Compute-Optimal Scaling for Value-Based Deep RL

#216 · Preston Fu, Oleh Rybkin, Zhiyuan Zhou, Michal Nauman, Pieter Abbeel, Sergey Levine, Aviral Kumar