Measuring Generalization with Optimal Transport
- Ching-Yao Chuang
- Youssef Mroueh
- et al.
- 2021
- NeurIPS 2021
Youssef Mroueh
Overview
Title
Principal Research Scientist
Location
IBM Research - Yorktown Heights
Yorktown Heights, NY USA
Bio
Youssef Mroueh is a Principal Research Scientist in IBM since April 2015. He received his PhD in computer science in February 2015 from MIT, CSAIL, where he was advised by Professor Tomaso Poggio.
In 2011, he obtained his engineering diploma from Ecole Polytechnique Paris France, and a master of science in Applied Maths from Ecole des Mines de Paris.
He is interested in Deep Learning, Machine Learning, Optimal transport, multimodal learning, Statistical Learning Theory, Computer Vision and Artificial Intelligence.
Publications
Separation results between fixed-kernel and feature-learning probability metrics
- Carles Domingo-Enrich
- Youssef Mroueh
- 2021
- NeurIPS 2021
Optimizing Functionals on the Space of Probabilities with Input Convex Neural Network
- David Alvarez-Melis
- Yair Schiff
- et al.
- 2021
- NeurIPS 2021
Tabular Transformers for Modeling Multivariate Time Series
- Inkit Padhi
- Yair Schiff
- et al.
- 2021
- ICASSP 2021
Fair Mixup: Fairness via Interpolation
- Ching-Yao chuang
- Youssef Mroueh
- 2021
- ICLR 2021
On the Convergence of Gradient Descent in GANs: MMD GAN As a Gradient Flow
- Youssef Mroueh
- Truyen V. Nguyen
- 2021
- AISTATS 2021
Improved Mutual Information Estimation
- Youssef Mroueh
- Igor Melnyk
- et al.
- 2021
- AAAI 2021
Unbalanced Sobolev Descent
- 2020
- NeurIPS 2020
A Decentralized Parallel Algorithm for Training Generative Adversarial Nets
- Mingrui Liu
- Wei Zhang
- et al.
- 2020
- NeurIPS 2020
Active learning of deep surrogates for PDEs: application to metasurface design
- Raphaël Pestourie
- Youssef Mroueh
- et al.
- 2020
- npj Computational Materials
Patents
- US
- 11836220
- US
- 11645555
- US
- 11636280
- US
- 11630989
- US
- 11373760
- US
- 10860900
Blog posts
An AI foundation model that learns the grammar of molecules
NewsPayel Das, Youssef Mroueh, Inkit Padhi, Vijil Chenthamarakshan, Jerret Ross, and Brian BelgodereAI boosts the discovery of metamaterials vital for next-gen gadgets
ResearchYoussef Mroueh, Karthikeyan Shanmugam, and Payel Das10 minute readImage captioning as an assistive technology
NewsYoussef Mroueh5 minute read
Top collaborators
MR
Mattia Rigotti
Senior Research Scientist
MY
Mikhail Yurochkin
Research Staff Member, Manager, Statistical Large Language Modeling
KG
Kristjan Greenewald
Research Staff Member
YT
Yuhai Tu
RSM