Learning to Optimize Molecules with a Chemical Language Model
- Jerret Ross
- Samuel Hoffman
- et al.
- 2024
- NeurIPS 2024
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
Distributional Preference Alignment of LLMs via Optimal Transport
- Igor Melnyk
- Youssef Mroueh
- et al.
- 2024
- NeurIPS 2024
Multivariate Stochastic Dominance via Optimal Transport and Applications to Models Benchmarking
- Gabriel Rioux
- Apoorva Nitsure
- et al.
- 2024
- NeurIPS 2024
Risk Aware Benchmarking of Large Language Models
- Apoorva Nitsure
- Youssef Mroueh
- et al.
- 2024
- ICML 2024
Effective Dynamics of Generative Adversarial Networks
- Shenshen Wang
- Steven Durr
- et al.
- 2024
- APS March Meeting 2024
Towards a Statistical Theory of Learning to Learn In-context with Transformers
- 2023
- NeurIPS 2023
Risk Assessment and Statistical Significance in the Age of Foundation Models
- Apoorva Nitsure
- Youssef Mroueh
- et al.
- 2023
- NeurIPS 2023
Duality and Sample Complexity for the Gromov-Wasserstein Distance
- Zhengxin Zhang
- Ziv Goldfeld
- et al.
- 2023
- NeurIPS 2023
Effective Dynamics of Generative Adversarial Networks
- Steven Durr
- Youssef Mroueh
- et al.
- 2023
- Physical Review X
Large-scale chemical language representations capture molecular structure and properties
- Jerret Ross
- Brian Belgodere
- et al.
- 2022
- Nature Machine Intelligence
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
KG
Kristjan Greenewald
Research Staff Member
MR
Mattia Rigotti
Senior Research Scientist
MY
Mikhail Yurochkin
Research Staff Member, Manager, Statistical Large Language Modeling
YT
Yuhai Tu
RSM