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

HyperSound: Generating Implicit Neural Representations of Audio Signals with Hypernetworks. - Filip Szatkowski; Karol J. Piczak; Przemyslaw Spurek; Jacek Tabor; Tomasz Trzcinski (CoRR, 2022)

Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual Learning. - Filip Szatkowski; Mateusz Pyla; Marcin Przewiezlikowski; Sebastian Cygert; Bartlomiej Twardowski; Tomasz Trzcinski (ICCV (Workshops), 2023)

Hypernetworks Build Implicit Neural Representations of Sounds. - Filip Szatkowski; Karol J. Piczak; Przemyslaw Spurek; Jacek Tabor; Tomasz Trzcinski (ECML/PKDD (4), 2023)

Exploiting Transformer Activation Sparsity with Dynamic Inference. - Mikolaj Piórczynski; Filip Szatkowski; Klaudia Balazy; Bartosz Wójcik (CoRR, 2023)

Zero time waste in pre-trained early exit neural networks. - Bartosz Wójcik; Marcin Przewiezlikowski; Filip Szatkowski; Maciej Wolczyk; Klaudia Balazy; Bartlomiej Krzepkowski; Igor T. Podolak; Jacek Tabor; Marek Smieja; Tomasz Trzcinski (Neural Networks, 2023)

Sparser, Better, Deeper, Stronger: Improving Static Sparse Training with Exact Orthogonal Initialization. - Aleksandra Nowak 001; Lukasz Gniecki; Filip Szatkowski; Jacek Tabor (ICML, 2024)

Exploiting Activation Sparsity with Dense to Dynamic-k Mixture-of-Experts Conversion. - Filip Szatkowski; Bartosz Wójcik; Mikolaj Piórczynski; Simone Scardapane (NeurIPS, 2024)

Accelerated Inference and Reduced Forgetting: The Dual Benefits of Early-Exit Networks in Continual Learning. - Filip Szatkowski; Fei Yang 004; Bartlomiej Twardowski; Tomasz Trzcinski; Joost van de Weijer 001 (CoRR, 2024)

Sparser, Better, Deeper, Stronger: Improving Sparse Training with Exact Orthogonal Initialization. - Aleksandra Irena Nowak; Lukasz Gniecki; Filip Szatkowski; Jacek Tabor (CoRR, 2024)

Exploring the Stability Gap in Continual Learning: The Role of the Classification Head. - Wojciech Lapacz; Daniel Marczak; Filip Szatkowski; Tomasz Trzcinski (WACV, 2025)

Maybe I Should Not Answer That, but... Do LLMs Understand The Safety of Their Inputs? - Maciej Chrabaszcz; Filip Szatkowski; Bartosz Wójcik; Jan Dubinski; Tomasz Trzcinski (CoRR, 2025)