Carl-Johann Simon-Gabriel

Researcher, Mirelo AI

Joined

January 2018

Names

Emails

****@tuebingen.mpg.de (Confirmed)

****@ethz.ch (Confirmed)

****@tuebingen.mpg.de (Confirmed)

****@mirelo.ai (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Career & Education History

Researcher

Mirelo AI (mirelo.ai)

2023 – Present

Researcher

Amazon Web Services (amazon.com)

2021 – 2023

Postdoc

Swiss Federal Institute of Technology (ethz.ch)

2019 – 2021

PhD student

Max Planck Institute for Intelligent Systems (tuebingen.mpg.de)

2013 – 2019

MS student

Mines ParisTech (mines-paristech.fr)

2012 – 2013

Advisors, Relations & Conflicts

Postdoc Advisor

Andreas Krause

2019 – Present

Coauthor

Alessandro Barp

2019 – Present

Coauthor

Lester Mackey

2017 – Present

PhD Advisor

Bernhard Schölkopf

2013 – 2019

Expertise

theory of deep nets; optimal transport

2019 – Present

adversarial examples; adversarial robustness; vulnerability

2017 – Present

kernel methods ; kernel mean embeddings

2014 – Present

generative models (GANs + VAE variants)

2016 – 2017

Publications

Unsupervised Open-Vocabulary Object Localization in Videos
Ke Fan, Zechen Bai, Tianjun Xiao, Dominik Zietlow, Max Horn, Zixu Zhao, Carl-Johann Simon-Gabriel, Mike Zheng Shou, Francesco Locatello, Bernt Schiele, Thomas Brox, Zheng Zhang, Yanwei Fu, Tong He
- CORR, CVPR 2024 Poster
- Readers: Everyone
Unsupervised Open-Vocabulary Object Localization in Videos
Ke Fan, Zechen Bai, Tianjun Xiao, Dominik Zietlow, Max Horn, Zixu Zhao, Carl-Johann Simon-Gabriel, Mike Zheng Shou, Francesco Locatello, Bernt Schiele, Thomas Brox, Zheng Zhang, Yanwei Fu, Tong He
- 29 Oct 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Robust NAS under adversarial training: benchmark, theory, and beyond
Yongtao Wu, Fanghui Liu, Carl-Johann Simon-Gabriel, Grigorios Chrysos, Volkan Cevher
- ICLR 2024 poster
- Readers: Everyone
Targeted Separation and Convergence with Kernel Discrepancies
Alessandro Barp, Carl-Johann Simon-Gabriel, Mark Girolami, Lester Mackey
- Published: 29 Nov 2022, Last Modified: 05 May 2023
- SBM 2022 Oral
- Readers: Everyone
Bridging the Gap to Real-World Object-Centric Learning
Maximilian Seitzer, Max Horn, Andrii Zadaianchuk, Dominik Zietlow, Tianjun Xiao, Carl-Johann Simon-Gabriel, Tong He, Zheng Zhang, Bernhard Schölkopf, Thomas Brox, Francesco Locatello
- Published: 01 Feb 2023, Last Modified: 14 Jan 2026
- ICLR 2023 poster
- Readers: Everyone
Assaying Out-Of-Distribution Generalization in Transfer Learning
Florian Wenzel, Andrea Dittadi, Peter Vincent Gehler, Carl-Johann Simon-Gabriel, Max Horn, Dominik Zietlow, David Kernert, Chris Russell, Thomas Brox, Bernt Schiele, Bernhard Schölkopf, Francesco Locatello
- Published: 31 Oct 2022, Last Modified: 08 Feb 2026
- NeurIPS 2022 Accept
- Readers: Everyone
Metrizing Weak Convergence with Maximum Mean Discrepancies
Carl-Johann Simon-Gabriel, Alessandro Barp, Lester Mackey
- 2020 (modified: 06 Nov 2022)
- CoRR 2020
- Readers: Everyone
First-Order Adversarial Vulnerability of Neural Networks and Input Dimension
Carl-Johann Simon-Gabriel, Yann Ollivier, Léon Bottou, Bernhard Schölkopf, David Lopez-Paz
- 2019 (modified: 11 Nov 2022)
- ICML 2019
- Readers: Everyone
Kernel Distribution Embeddings: Universal Kernels, Characteristic Kernels and Kernel Metrics on Distributions
Carl-Johann Simon-Gabriel, Bernhard Schölkopf
- 2018 (modified: 06 Nov 2022)
- J. Mach. Learn. Res. 2018
- Readers: Everyone
AdaGAN: Boosting Generative Models
Ilya O. Tolstikhin, Sylvain Gelly, Olivier Bousquet, Carl-Johann Simon-Gabriel, Bernhard Schölkopf
- 2017 (modified: 11 Nov 2022)
- NIPS 2017
- Readers: Everyone

View all 13 publications

Co-Authors

View all 40 co-authors