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

Cycle Consistent Probability Divergences Across Different Spaces
- - Zhengxin Zhang
  - Youssef Mroueh
  - et al.
- 2022
- AISTATS 2022
Image Captioning as an Assistive Technology: Lessons Learned from VizWiz 2020 Challenge
- - Pierre Dognin
  - Igor Melnyk
  - et al.
- 2022
- JAIR
Measuring Generalization with Optimal Transport
- - Ching-Yao Chuang
  - Youssef Mroueh
  - et al.
- 2021
- NeurIPS 2021
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
- - Youssef Mroueh
  - Mattia Rigotti
- 2020
- NeurIPS 2020

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Patents

- 04 Dec 2023
- US
- 11836220
Updating Of Statistical Sets For Decentralized Distributed Training Of A Machine Learning Model
- 08 May 2023
- US
- 11645555
Feature Selection Using Sobolev Independence Criterion
- 24 Apr 2023
- US
- 11636280
Updating Of Statistical Sets For Decentralized Distributed Training Of A Machine Learning Model
- 17 Apr 2023
- US
- 11630989
Mutual Information Neural Estimation With Eta-trick
- 27 Jun 2022
- US
- 11373760
False Detection Rate Control With Null-hypothesis
- 07 Dec 2020
- US
- 10860900
Transforming Source Distribution To Target Distribution Using Sobolev Descent

Blog posts

An AI foundation model that learns the grammar of molecules
News
Payel Das, Youssef Mroueh, Inkit Padhi, Vijil Chenthamarakshan, Jerret Ross, and Brian Belgodere
25 Jan 2023
AI boosts the discovery of metamaterials vital for next-gen gadgets
Research
Youssef Mroueh, Karthikeyan Shanmugam, and Payel Das
20 May 2021
10 minute read
Image captioning as an assistive technology
News
Youssef Mroueh
23 Jul 2020
5 minute read

Top collaborators

Youssef Mroueh

Title

Bio

Publications

Cycle Consistent Probability Divergences Across Different Spaces

Image Captioning as an Assistive Technology: Lessons Learned from VizWiz 2020 Challenge

Measuring Generalization with Optimal Transport

Separation results between fixed-kernel and feature-learning probability metrics

Optimizing Functionals on the Space of Probabilities with Input Convex Neural Network

Tabular Transformers for Modeling Multivariate Time Series

Fair Mixup: Fairness via Interpolation

On the Convergence of Gradient Descent in GANs: MMD GAN As a Gradient Flow

Improved Mutual Information Estimation

Unbalanced Sobolev Descent

Patents

Updating Of Statistical Sets For Decentralized Distributed Training Of A Machine Learning Model

Feature Selection Using Sobolev Independence Criterion

Updating Of Statistical Sets For Decentralized Distributed Training Of A Machine Learning Model

Mutual Information Neural Estimation With Eta-trick

False Detection Rate Control With Null-hypothesis

Transforming Source Distribution To Target Distribution Using Sobolev Descent

Blog posts

An AI foundation model that learns the grammar of molecules

AI boosts the discovery of metamaterials vital for next-gen gadgets

Image captioning as an assistive technology

Top collaborators

Kristjan Greenewald

Mattia Rigotti

Mikhail Yurochkin

Yuhai Tu