Jan Stanczuk

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 9

Top Topics

Frequency Domain

Evaluation Methodologies

Diffusion Models

Unseen Test Data

Top Venues

Nat. Mac. Intell.

Publications

Jonathan Crabbé, Nicolas Huynh, Jan Stanczuk, Mihaela van der Schaar
Time Series Diffusion in the Frequency Domain. CoRR (2024)
Georgios Batzolis, Jan Stanczuk, Carola-Bibiane Schönlieb
Variational Diffusion Auto-encoder: Deep Latent Variable Model with Unconditional Diffusion Prior. CoRR (2023)
Sören Dittmer, Michael Roberts, Julian D. Gilbey, Ander Biguri, Ian Selby, Anna Breger, Matthew Thorpe, Jonathan R. Weir-McCall, Effrossyni Gkrania-Klotsas, Anna Korhonen, Emily Jefferson, Georg Langs, Guang Yang, Helmut Prosch, Jan Stanczuk, Jing Tang, Judith Babar, Lorena Escudero Sanchez, Philip Teare, Mishal Patel, Marcel Wassin, Markus Holzer, Nicholas Walton, Pietro Lió, Tolou Shadbahr, Evis Sala, Jacobus Preller, James H. F. Rudd, John A. D. Aston, Carola-Bibiane Schönlieb
Navigating the development challenges in creating complex data systems. Nat. Mac. Intell. 5 (7) (2023)
Teo Deveney, Jan Stanczuk, Lisa Maria Kreusser, Chris Budd, Carola-Bibiane Schönlieb
Closing the ODE-SDE gap in score-based diffusion models through the Fokker-Planck equation. CoRR (2023)
Georgios Batzolis, Jan Stanczuk, Carola-Bibiane Schönlieb, Christian Etmann
Non-Uniform Diffusion Models. CoRR (2022)
Tolou Shadbahr, Michael Roberts, Jan Stanczuk, Julian D. Gilbey, Philip Teare, Sören Dittmer, Matthew Thorpe, Ramón Viñas Torné, Evis Sala, Pietro Lió, Mishal Patel, AIX-COVNET Collaboration, James H. F. Rudd, Tuomas Mirtti, Antti Rannikko, John A. D. Aston, Jing Tang, Carola-Bibiane Schönlieb
Classification of datasets with imputed missing values: does imputation quality matter? CoRR (2022)
Georgios Batzolis, Jan Stanczuk, Carola-Bibiane Schönlieb
Your diffusion model secretly knows the dimension of the data manifold. CoRR (2022)
Jan Stanczuk, Christian Etmann, Lisa Maria Kreusser, Carola-Bibiane Schönlieb
Wasserstein GANs Work Because They Fail (to Approximate the Wasserstein Distance). CoRR (2021)
Georgios Batzolis, Jan Stanczuk, Carola-Bibiane Schönlieb, Christian Etmann
Conditional Image Generation with Score-Based Diffusion Models. CoRR (2021)