On the Convergence of Gradient Descent in GANs: MMD GAN As a Gradient Flow
- Youssef Mroueh
- Truyen V. Nguyen
- 2021
- AISTATS 2021
Youssef Mroueh
Title
Principal Research Scientist
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
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
Learning Implicit Text Generation via Feature Matching
- Inkit Padhi
- Pierre Dognin
- et al.
- 2020
- ACL 2020
Unsupervised Hierarchy Matching with Optimal Transport over Hyperbolic Spaces
- David Alvarez-Melis
- Youssef Mroueh
- et al.
- 2020
- AISTATS 2020
Wasserstein Style Transfer
- 2020
- AISTATS 2020
Improving Efficiency in Large-Scale Decentralized Distributed Training
- Wei Zhang
- Xiaodong Cui
- et al.
- 2020
- ICASSP 2020
Towards Better Understanding of Adaptive Gradient Algorithms in Generative Adversarial Nets
- Mingrui Liu
- Youssef Mroueh
- et al.
- 2020
- ICLR 2020
Patents
- US
- 12254390
- 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
KG
Kristjan Greenewald
Senior Research Scientist and Manager, Statistical Methods for Large Language Models
PD
Payel Das
Principal Research Scientist and Manager, IBM Research AI
PC
Pin-Yu Chen
Principal Research Scientist; Chief Scientist, RPI-IBM AI Research Collaboration