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Youssef Mroueh

IBM Research, USA

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

Dec 21, 2020
Pierre Dognin, Igor Melnyk, Youssef Mroueh, Inkit Padhi, Mattia Rigotti, Jarret Ross, Yair Schiff, Richard A. Young, Brian Belgodere

* This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Alleviating Noisy Data in Image Captioning with Cooperative Distillation

Dec 21, 2020
Pierre Dognin, Igor Melnyk, Youssef Mroueh, Inkit Padhi, Mattia Rigotti, Jarret Ross, Yair Schiff

* CVPR 2020 VizWiz Challenge 

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

Nov 04, 2020
Youssef Mroueh, Truyen Nguyen


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Tabular Transformers for Modeling Multivariate Time Series

Nov 03, 2020
Inkit Padhi, Yair Schiff, Igor Melnyk, Mattia Rigotti, Youssef Mroueh, Pierre Dognin, Jerret Ross, Ravi Nair, Erik Altman

* Submitted to ICASSP, 2021; https://github.com/IBM/TabFormer 

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Unbalanced Sobolev Descent

Sep 29, 2020
Youssef Mroueh, Mattia Rigotti

* NeurIPS 2020 

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Active learning of deep surrogates for PDEs: Application to metasurface design

Aug 24, 2020
Raphaël Pestourie, Youssef Mroueh, Thanh V. Nguyen, Payel Das, Steven G. Johnson

* submitted to npj 

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Kernel Stein Generative Modeling

Jul 06, 2020
Wei-Cheng Chang, Chun-Liang Li, Youssef Mroueh, Yiming Yang


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Fast Mixing of Multi-Scale Langevin Dynamics under the Manifold Hypothesis

Jun 22, 2020
Adam Block, Youssef Mroueh, Alexander Rakhlin, Jerret Ross


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Learning Implicit Text Generation via Feature Matching

May 09, 2020
Inkit Padhi, Pierre Dognin, Ke Bai, Cicero Nogueira dos Santos, Vijil Chenthamarakshan, Youssef Mroueh, Payel Das

* ACL 2020 

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Generative Modeling with Denoising Auto-Encoders and Langevin Sampling

Feb 17, 2020
Adam Block, Youssef Mroueh, Alexander Rakhlin

* 22 pages 

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Improving Efficiency in Large-Scale Decentralized Distributed Training

Feb 04, 2020
Wei Zhang, Xiaodong Cui, Abdullah Kayi, Mingrui Liu, Ulrich Finkler, Brian Kingsbury, George Saon, Youssef Mroueh, Alper Buyuktosunoglu, Payel Das, David Kung, Michael Picheny

* 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP'2020) Oral 

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Towards Better Understanding of Adaptive Gradient Algorithms in Generative Adversarial Nets

Dec 26, 2019
Mingrui Liu, Youssef Mroueh, Jerret Ross, Wei Zhang, Xiaodong Cui, Payel Das, Tianbao Yang

* Accepted by ICLR 2020 

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Unsupervised Hierarchy Matching with Optimal Transport over Hyperbolic Spaces

Nov 06, 2019
David Alvarez-Melis, Youssef Mroueh, Tommi S. Jaakkola


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Sobolev Independence Criterion

Oct 31, 2019
Youssef Mroueh, Tom Sercu, Mattia Rigotti, Inkit Padhi, Cicero Dos Santos

* NeurIPS 2019 

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Decentralized Parallel Algorithm for Training Generative Adversarial Nets

Oct 30, 2019
Mingrui Liu, Youssef Mroueh, Wei Zhang, Xiaodong Cui, Jerret Ross, Tianbao Yang, Payel Das

* Accepted by NeurIPS Smooth Games Optimization and Machine Learning Workshop: bridging game theory and deep learning, 2019 

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Wasserstein Style Transfer

May 30, 2019
Youssef Mroueh


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Learning Implicit Generative Models by Matching Perceptual Features

Apr 04, 2019
Cicero Nogueira dos Santos, Youssef Mroueh, Inkit Padhi, Pierre Dognin

* 16 pages 

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Implicit Kernel Learning

Feb 26, 2019
Chun-Liang Li, Wei-Cheng Chang, Youssef Mroueh, Yiming Yang, Barnabás Póczos

* In the Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics (AISTATS 2019) 

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Wasserstein Barycenter Model Ensembling

Feb 13, 2019
Pierre Dognin, Igor Melnyk, Youssef Mroueh, Jerret Ross, Cicero Dos Santos, Tom Sercu

* ICLR 2019 

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Improved Image Captioning with Adversarial Semantic Alignment

Jun 01, 2018
Pierre L. Dognin, Igor Melnyk, Youssef Mroueh, Jarret Ross, Tom Sercu

* Authors Equal Contribution 

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Regularized Kernel and Neural Sobolev Descent: Dynamic MMD Transport

May 30, 2018
Youssef Mroueh, Tom Sercu, Anant Raj


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Regularized Finite Dimensional Kernel Sobolev Discrepancy

May 16, 2018
Youssef Mroueh


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Semi-Supervised Learning with IPM-based GANs: an Empirical Study

Dec 07, 2017
Tom Sercu, Youssef Mroueh

* Appeared at NIPS 2017 Workshop: Deep Learning: Bridging Theory and Practice 

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Self-critical Sequence Training for Image Captioning

Nov 16, 2017
Steven J. Rennie, Etienne Marcheret, Youssef Mroueh, Jarret Ross, Vaibhava Goel

* CVPR 2017 + additional analysis + fixed baseline results, 16 pages 

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Sobolev GAN

Nov 14, 2017
Youssef Mroueh, Chun-Liang Li, Tom Sercu, Anant Raj, Yu Cheng


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Fisher GAN

Nov 03, 2017
Youssef Mroueh, Tom Sercu

* Published at NIPS 2017. v2: added inception score table & plot update, relation to f-gan, illustration (Figure 1). v3: added strong SSL results for critic without batch normalization 

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McGan: Mean and Covariance Feature Matching GAN

Jun 08, 2017
Youssef Mroueh, Tom Sercu, Vaibhava Goel

* 15 pages; published at ICML 2017 

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