Progressive Latent Replay for Efficient Generative Rehearsal. - Stanislaw Pawlak; Filip Szatkowski; Michal Bortkiewicz; Jan Dubinski; Tomasz Trzcinski (ICONIP (4), 2022)

Emergency action termination for immediate reaction in hierarchical reinforcement learning. - Michal Bortkiewicz; Jakub Lyskawa; Pawel Wawrzynski; Mateusz Ostaszewski; Artur Grudkowski; Tomasz Trzcinski (CoRR, 2022)

The Effectiveness of World Models for Continual Reinforcement Learning. - Samuel Kessler; Mateusz Ostaszewski; Michal Pawel Bortkiewicz; Mateusz Zarski; Maciej Wolczyk; Jack Parker-Holder; Stephen J. Roberts; Piotr Milos (CoLLAs, 2023)

Subgoal Reachability in Goal Conditioned Hierarchical Reinforcement Learning. - Michal Bortkiewicz; Jakub Lyskawa; Pawel Wawrzynski; Mateusz Ostaszewski; Artur Grudkowski; Bartlomiej Sobieski; Tomasz Trzcinski (ICAART (1), 2024)

Overestimation, Overfitting, and Plasticity in Actor-Critic: the Bitter Lesson of Reinforcement Learning. - Michal Nauman; Michal Bortkiewicz; Piotr Milos; Tomasz Trzcinski; Mateusz Ostaszewski; Marek Cygan (ICML, 2024)

Fine-tuning Reinforcement Learning Models is Secretly a Forgetting Mitigation Problem. - Maciej Wolczyk; Bartlomiej Cupial; Mateusz Ostaszewski; Michal Bortkiewicz; Michal Zajac 005; Razvan Pascanu; Lukasz Kucinski; Piotr Milos (ICML, 2024)

Accelerating Goal-Conditioned RL Algorithms and Research. - Michal Bortkiewicz; Wladek Palucki; Vivek Myers; Tadeusz Dziarmaga; Tomasz Arczewski; Lukasz Kucinski; Benjamin Eysenbach (CoRR, 2024)

Accelerating Goal-Conditioned Reinforcement Learning Algorithms and Research. - Michal Bortkiewicz; Wladyslaw Palucki; Vivek Myers; Tadeusz Dziarmaga; Tomasz Arczewski; Lukasz Kucinski; Benjamin Eysenbach (ICLR, 2025)

Learning Continually by Spectral Regularization. - Alex Lewandowski; Michal Bortkiewicz; Saurabh Kumar 004; András György 001; Dale Schuurmans; Mateusz Ostaszewski; Marlos C. Machado (ICLR, 2025)

1000 Layer Networks for Self-Supervised RL: Scaling Depth Can Enable New Goal-Reaching Capabilities. - Kevin Wang; Ishaan Javali; Michal Bortkiewicz; Tomasz Trzcinski; Benjamin Eysenbach (CoRR, 2025)

Balancing Expressivity and Robustness: Constrained Rational Activations for Reinforcement Learning. - Rafal Surdej; Michal Bortkiewicz; Alex Lewandowski; Mateusz Ostaszewski; Clare Lyle (CoRR, 2025)