Jan Stanczuk

11 papers A* 2Journal 9
YearRankTypeTitle / Venue / Authors
2024 A* conf
Diffusion Models Encode the Intrinsic Dimension of Data Manifolds.
ICML
Jan Stanczuk, Georgios Batzolis, Teo Deveney, Carola-Bibiane Schönlieb
2024 A* conf
Time Series Diffusion in the Frequency Domain.
ICML
Jonathan Crabbé, Nicolas Huynh, Jan Stanczuk, Mihaela van der Schaar
2024 J jnl
Time Series Diffusion in the Frequency Domain.
CoRR
Jonathan Crabbé, Nicolas Huynh, Jan Stanczuk, Mihaela van der Schaar
2023 J jnl
Closing the ODE-SDE gap in score-based diffusion models through the Fokker-Planck equation.
CoRR
Teo Deveney, Jan Stanczuk, Lisa Maria Kreusser, Chris J. Budd, Carola-Bibiane Schönlieb
2023 J jnl
Navigating the development challenges in creating complex data systems.
Nat. Mac. Intell.
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 R. 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
2023 J jnl
Variational Diffusion Auto-encoder: Deep Latent Variable Model with Unconditional Diffusion Prior.
CoRR
Georgios Batzolis, Jan Stanczuk, Carola-Bibiane Schönlieb
2022 J jnl
Classification of datasets with imputed missing values: does imputation quality matter?
CoRR
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
2022 J jnl
Non-Uniform Diffusion Models.
CoRR
Georgios Batzolis, Jan Stanczuk, Carola-Bibiane Schönlieb, Christian Etmann
2022 J jnl
Your diffusion model secretly knows the dimension of the data manifold.
CoRR
Georgios Batzolis, Jan Stanczuk, Carola-Bibiane Schönlieb
2021 J jnl
Conditional Image Generation with Score-Based Diffusion Models.
CoRR
Georgios Batzolis, Jan Stanczuk, Carola-Bibiane Schönlieb, Christian Etmann
2021 J jnl
Wasserstein GANs Work Because They Fail (to Approximate the Wasserstein Distance).
CoRR
Jan Stanczuk, Christian Etmann, Lisa Maria Kreusser, Carola-Bibiane Schönlieb