Machine Learning

We work on algorithms for finding hidden structure in large data sets, using a combination of probabilistic modeling and deep learning, ranging from social media understanding, text mining, and consumer analytics to visual computing and content generation.
Latest Publications
Eliminating Oversaturation and Artifacts of High Guidance Scales in Diffusion Models
April 23, 2025
ICLR (2025)
Seyedmorteza Sadat (ETH Zurich)
Otmar Hilliges (ETH Zurich)
Romann M. Weber (DisneyResearch|Studios)
No Training, No Problem: Rethinking Diffusion Guidance for Diffusion Models
April 23, 2025
ICLR (2025)
Seyedmorteza Sadat (ETH Zurich)
Manuel Kansy (ETH Zurich)
Otmar Hilliges (ETH Zurich)
Romann M. Weber (DisneyResearch|Studios)
LiteVAE: Lightweight and Efficient Variational Autoencoders for Latent Diffusion Models
December 10, 2024
NIPS (2024)
Seyedmorteza Sadat (ETH Zurich)
Jakob Buhmann (DisneyResearch|Studios)
Derek Bradley (DisneyResearch|Studios)
Otmar Hilliges (ETH Zurich)
Romann M. Weber (DisneyResearch|Studios)
Factorized Motion Diffusion for Precise and Character-Agnostic Motion Inbetweening
November 21, 2024
Motion, Interaction and Games (2024)
Justin Studer (DisneyResearch|Studios/ETH Zurich)
Dhruv Agrawal (DisneyResearch|Studios/ETH Zurich)
Dominik Borer (DisneyResearch|Studios)
Seyedmorteza Sadat (DisneyResearch|Studios/ETH Zurich)
Robert W. Sumner (DisneyResearch|Studios/ETH Zurich)
Martin Guay (DisneyResearch|Studios)
Jakob Buhmann (DisneyResearch|Studios)
CADS: Unleashing the Diversity of Diffusion Models Through Condition-Annealed Sampling
May 6, 2024
International Conference on Learning Representations (ICLR) 2024
Seyedmorteza Sadat (ETH Zurich)
Jakob Buhmann (DisneyResearch|Studios)
Derek Bradley (DisneyResearch|Studios)
Otmar Hilliges (ETH Zurich)
Romann M. Weber (DisneyResearch|Studios)
Controllable Inversion of Black-Box Face Recognition Models via Diffusion
October 2, 2023, Workshop on Analysis and Modeling of Faces and Gestures 2023
Manuel Kansy (DisneyResearch|Studios/ETH Joint PhD)
Anton Rael (ETH Zurich)
Graziana Mignone (DisneyResearch|Studios)
Jacek Naruniec (DisneyResearch|Studios)
Christopher Schroers (DisneyResearch|Studios)
Markus Gross (DisneyResearch|Studios /ETH Zurich)
Romann M. Weber (DisneyResearch|Studios)