publications

2025

  1. On Designing Diffusion Autoencoders for Efficient Generation and Representation Learning
    Magdalena Proszewska, Nikolay Malkin, and N. Siddharth
    arXiv preprint arXiv:2506.00136, May 2025
  2. B-XAIC Dataset: Benchmarking Explainable AI for Graph Neural Networks Using Chemical Data
    Magdalena Proszewska, Tomasz Danel, and Dawid Rymarczyk
    arXiv preprint arXiv:2505.22252, May 2025
  3. Bernoulli Priors as Efficient Denoising Guides for Diffusion Models
    Magdalena Proszewska, Nikolay Malkin, and N. Siddharth
    3rd Workshop on Generative Models for Computer Vision at the IEEE/CVF Conference on Computer Vision and Pattern Recognition 2025 (CVPR), Jun 2025

2024

  1. Optimising Network Efficiency in the Epidemic Scenario
    Magdalena Proszewska, Michal Bujak, Rafał Kucharski, and 2 more authors
    Available at SSRN 4976648, Oct 2024
  2. Multi-Label Conditional Generation From Pre-Trained Models
    Magdalena Proszewska, Maciej Wołczyk, Maciej Zieba, and 3 more authors
    IEEE Transactions on Pattern Analysis and Machine Intelligence, Aug 2024
  3. Graph Kernel Convolutions for Interpretable Classification
    Magdalena Proszewska, and Siddharth N
    Data-centric Machine Learning Research (DMLR) Workshop at the International Conference on Learning Representations (ICLR), May 2024
  4. HyperCube: Implicit Field Representations of Voxelized 3D Models (Student Abstract)
    Magdalena Proszewska, Marcin Mazur, Tomasz Trzciński, and 1 more author
    In Proceedings of the AAAI Conference on Artificial Intelligence , Feb 2024
  5. Face Identity-Aware Disentanglement in StyleGAN
    Adrian Suwała, Bartosz Wójcik, Magdalena Proszewska, and 3 more authors
    In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision , Jan 2024

2023

  1. Remap, warp and attend: Non-parallel many-to-many accent conversion with normalizing flows
    Abdelhamid Ezzerg, Thomas Merritt, Kayoko Yanagisawa, and 6 more authors
    In 2022 IEEE Spoken Language Technology Workshop (SLT) , Jan 2023

2022

  1. GlowVC: Mel-spectrogram space disentangling model for language-independent text-free voice conversion
    Magdalena Proszewska, Grzegorz Beringer, Daniel Sáez-Trigueros, and 3 more authors
    In Interspeech 2022 , Sep 2022
  2. Text-Free Non-Parallel Many-To-Many Voice Conversion Using Normalising Flow
    Thomas Merritt, Abdelhamid Ezzerg, Piotr Biliński, and 4 more authors
    In ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , May 2022
  3. PluGeN: Multi-Label Conditional Generation From Pre-Trained Models
    Maciej Wołczyk, Magdalena Proszewska, Łukasz Maziarka, and 4 more authors
    In Proceedings of the AAAI Conference on Artificial Intelligence , Feb 2022

2021

  1. HyperCube: Implicit Field Representations of Voxelized 3D Models
    Magdalena Proszewska, Marcin Mazur, Tomasz Trzciński, and 1 more author
    arXiv preprint arXiv:2110.05770, Oct 2021