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Tom Sercu

IBM Research, USA

Accelerating Antimicrobial Discovery with Controllable Deep Generative Models and Molecular Dynamics


May 22, 2020
Payel Das, Tom Sercu, Kahini Wadhawan, Inkit Padhi, Sebastian Gehrmann, Flaviu Cipcigan, Vijil Chenthamarakshan, Hendrik Strobelt, Cicero dos Santos, Pin-Yu Chen, Yi Yan Yang, Jeremy Tan, James Hedrick, Jason Crain, Aleksandra Mojsilovic


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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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Multi-Frame Cross-Entropy Training for Convolutional Neural Networks in Speech Recognition


Jul 29, 2019
Tom Sercu, Neil Mallinar


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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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PepCVAE: Semi-Supervised Targeted Design of Antimicrobial Peptide Sequences


Oct 22, 2018
Payel Das, Kahini Wadhawan, Oscar Chang, Tom Sercu, Cicero Dos Santos, Matthew Riemer, Inkit Padhi, Vijil Chenthamarakshan, Aleksandra Mojsilovic


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Big-Little Net: An Efficient Multi-Scale Feature Representation for Visual and Speech Recognition


Jul 10, 2018
Chun-Fu Chen, Quanfu Fan, Neil Mallinar, Tom Sercu, Rogerio Feris


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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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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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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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English Conversational Telephone Speech Recognition by Humans and Machines


Mar 06, 2017
George Saon, Gakuto Kurata, Tom Sercu, Kartik Audhkhasi, Samuel Thomas, Dimitrios Dimitriadis, Xiaodong Cui, Bhuvana Ramabhadran, Michael Picheny, Lynn-Li Lim, Bergul Roomi, Phil Hall


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Dense Prediction on Sequences with Time-Dilated Convolutions for Speech Recognition


Dec 14, 2016
Tom Sercu, Vaibhava Goel

* Appeared at NIPS 2016 End-to-end Learning for Speech and Audio Processing Workshop 

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Advances in Very Deep Convolutional Neural Networks for LVCSR


Jun 25, 2016
Tom Sercu, Vaibhava Goel

* Proc. Interspeech 2016 

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The IBM 2016 English Conversational Telephone Speech Recognition System


Jun 22, 2016
George Saon, Tom Sercu, Steven Rennie, Hong-Kwang J. Kuo

* Submitted to Interspeech 2016 

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Very Deep Multilingual Convolutional Neural Networks for LVCSR


Jan 23, 2016
Tom Sercu, Christian Puhrsch, Brian Kingsbury, Yann LeCun

* Accepted for publication at ICASSP 2016 

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