Sébastien Rouault

CTO, Calicarpa

Joined

September 2020

Names

Sébastien Rouault (Preferred)

Sebastien Rouault

Emails

****@epfl.ch (Confirmed)

****@alumni.epfl.ch (Confirmed)

****@rouau.lt (Confirmed)

****@calicarpa.com (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

CTO

Calicarpa (calicarpa.com)

2021 – Present

PhD student

Swiss Federal Institute of Technology Lausanne (epfl.ch)

2017 – 2021

MS student

Swiss Federal Institute of Technology Lausanne (epfl.ch)

2015 – 2017

MS student

Centrale-Supelec (supelec.fr)

2013 – 2017

Advisors, Relations & Conflicts

Coauthor

Lê Nguyên Hoang

2018 – Present

Coauthor

El Mahdi El Mhamdi

2017 – Present

Coauthor

Arsany Guirguis

2018 – 2021

PhD Advisor

Rachid Guerraoui

2017 – 2021

Expertise

Byzantine SGD

2017 – Present

Publications

On Monotonicity in AI Alignment
Gilles Bareilles, Julien Fageot, Lê-Nguyên Hoang, Peva Blanchard, Wassim Bouaziz, Sébastien Rouault, Sadegh Farhadkhani, El-Mahdi El-Mhamdi
- Submitted to ICLR 2026
- Readers: Everyone
Practical Byzantine-resilient Stochastic Gradient Descent
Sébastien Rouault
- undefined 2022
- Readers: Everyone
Genuinely distributed Byzantine machine learning
El-Mahdi El-Mhamdi, Rachid Guerraoui, Arsany Guirguis, Lê-Nguyên Hoang, Sébastien Rouault
- Published: 01 Jan 2022, Last Modified: 10 May 2023
- Distributed Comput. 2022
- Readers: Everyone
Combining Differential Privacy and Byzantine Resilience in Distributed SGD
Rachid Guerraoui, Nirupam Gupta, Rafael Pinot, Sébastien Rouault, John Stephan
- Published: 28 Jan 2022, Last Modified: 13 Feb 2023
- ICLR 2022 Submitted
- Readers: Everyone
Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning)
El Mahdi El Mhamdi, Sadegh Farhadkhani, Rachid Guerraoui, Arsany Guirguis, Lê-Nguyên Hoang, Sébastien Rouault
- Published: 09 Nov 2021, Last Modified: 05 May 2023
- NeurIPS 2021 Poster
- Readers: Everyone
Combining Differential Privacy and Byzantine Resilience in Distributed SGD
Rachid Guerraoui, Nirupam Gupta, Rafael Pinot, Sébastien Rouault, John Stephan
- CoRR 2021
- Readers: Everyone
Tournesol: A quest for a large, secure and trustworthy database of reliable human judgments
Lê-Nguyên Hoang, Louis Faucon, Aidan Jungo, Sergei Volodin, Dalia Papuc, Orfeas Liossatos, Ben Crulis, Mariame Tighanimine, Isabela Constantin, Anastasiia Kucherenko, Alexandre Maurer, Felix Grimberg, Vlad Nitu, Chris Vossen, Sébastien Rouault, El-Mahdi El-Mhamdi
- CoRR 2021
- Readers: Everyone
GARFIELD: System Support for Byzantine Machine Learning (Regular Paper)
Rachid Guerraoui, Arsany Guirguis, Jérémy Plassmann, Anton Ragot, Sébastien Rouault
- 2021 (modified: 15 Sept 2021)
- DSN 2021
- Readers: Everyone
Distributed Momentum for Byzantine-resilient Stochastic Gradient Descent
El Mahdi El Mhamdi, Rachid Guerraoui, Sébastien Rouault
- 2021 (modified: 06 Nov 2021)
- ICLR 2021
- Readers: Everyone
Differential Privacy and Byzantine Resilience in SGD: Do They Add Up?
Rachid Guerraoui, Nirupam Gupta, Rafaël Pinot, Sébastien Rouault, John Stephan
- 2021 (modified: 14 Mar 2022)
- CoRR 2021
- Readers: Everyone

View all 25 publications

Co-Authors

View all 30 co-authors