publications

2025

1. Precise Parameter Localization for Textual Generation in Diffusion Models

   Łukasz Staniszewski^*, Bartosz Cywiński^*, Franziska Boenisch, Kamil Deja, and Adam Dziedzic

   In The Thirteenth International Conference on Learning Representations, 2025

   arXiv Bib

   @inproceedings{staniszewski2025precise,
     title = {Precise Parameter Localization for Textual Generation in Diffusion Models},
     author = {Staniszewski, {\L}ukasz and Cywi{\'n}ski, Bartosz and Boenisch, Franziska and Deja, Kamil and Dziedzic, Adam},
     booktitle = {The Thirteenth International Conference on Learning Representations},
     year = {2025},
   }

2. SAeUron: Interpretable Concept Unlearning in Diffusion Models with Sparse Autoencoders

   Bartosz Cywiński, and Kamil Deja

   arXiv preprint arXiv:2501.18052, 2025

   arXiv Bib Code

   @article{cywinski2025saeuron,
     title = {SAeUron: Interpretable Concept Unlearning in Diffusion Models with Sparse Autoencoders},
     author = {Cywi{\'n}ski, Bartosz and Deja, Kamil},
     journal = {arXiv preprint arXiv:2501.18052},
     year = {2025},
   }

2024

1. GUIDE: Guidance-based Incremental Learning with Diffusion Models

   Bartosz Cywiński, Kamil Deja, Tomasz Trzciński, Bartłomiej Twardowski, and Łukasz Kuciński

   arXiv preprint arXiv:2403.03938, 2024

   arXiv Bib Code

   @article{cywinski2024guide,
     title = {GUIDE: Guidance-based Incremental Learning with Diffusion Models},
     author = {Cywi{\'n}ski, Bartosz and Deja, Kamil and Trzci{\'n}ski, Tomasz and Twardowski, Bart{\l}omiej and Kuci{\'n}ski, {\L}ukasz},
     journal = {arXiv preprint arXiv:2403.03938},
     year = {2024},
   }

2023

1. Adapt & Align: Continual Learning with Generative Models Latent Space Alignment

   Kamil Deja, Bartosz Cywiński, Jan Rybarczyk, and Tomasz Trzciński

   arXiv preprint arXiv:2312.13699, 2023

   arXiv Bib Code

   @article{deja2023adapt,
     title = {Adapt \& Align: Continual Learning with Generative Models Latent Space Alignment},
     author = {Deja, Kamil and Cywi{\'n}ski, Bartosz and Rybarczyk, Jan and Trzci{\'n}ski, Tomasz},
     journal = {arXiv preprint arXiv:2312.13699},
     year = {2023},
   }