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
Neural Sequential Phrase Grounding (SeqGROUND)
June 16, 2019
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2019
Pelin Dogan (Disney Research/ETH Joint PhD) Leonid Sigal (University of British Columbia/Vector Institute) Markus Gross (Disney Research/ETH Zurich)
Explaining Deep Neural Networks with a Polynomial Time Algorithm for Shapley Value Approximation
June 10, 2019
International Conference on Machine Learning (ICML) 2019
Marco Ancona (ETH Zurich) Cengiz Oztireli (Disney Research) Markus Gross (Disney Research/ETH Zurich)
Disentangled Dynamic Representations from Unordered Data
December 2, 2018
Symposium on Advances in Approximate Bayesian Inference 2018
Leonhard Helminger (Disney Research/ETH Joint PhD) Aziz Djelouah (Disney Research) Markus Gross (Disney Research/ETH Zurich) Romann Weber (Disney Research)
PICA: Proactive Intelligent Conversational Agent for Interactive Narratives
November 5, 2018
International Conference on Intelligent Virtual Agents (IVA) 2018
Jessica Falk (ETH Zurich) Steven Poulakos (Disney Research) Mubbasir Kapadia (Rutgers University) Robert W. Sumner (Disney Research)
Denoising Deep Monte Carlo Renderings
August 27, 2018
EU Computer Graphics Forum (EU CGF) 2018
Delio Vicini (Disney Research/Walt Disney Animation Studios) David Adler (Walt Disney Animation Studios) Jan Novak (Disney Research) Fabrice Rousselle (Disney Research) Brent Burley (Walt Disney Animation Studios)
Denoising with Kernel Prediction and Asymmetric Loss Functions
July 30, 2018
ACM SIGGRAPH 2018
Thijs Vogels (Disney Research) Fabrice Rousselle (Disney Research) Brian McWilliams (Disney Research) Gerhard Röthlin (Disney Research) Alex Harvill (Pixar Animation Studios) David Adler (Walt Disney Animation Studios) Mark Meyer (Pixar Animation Studios) Jan Novak (Disney Research)