Tom Sercu

Publication Activity (10 Years)

Years Active: 2015-2022
Publications (10 Years): 39

Top Topics

Speech Recognition

Unsupervised Learning

Convolutional Neural Networks

Top Venues

Publications

Chloe Hsu, Robert Verkuil, Jason Liu, Zeming Lin, Brian Hie, Tom Sercu, Adam Lerer, Alexander Rives
Learning inverse folding from millions of predicted structures. ICML (2022)
Youssef Mroueh, Igor Melnyk, Pierre L. Dognin, Jarret Ross, Tom Sercu
Improved Mutual Information Estimation. AAAI (2021)
Joshua Meier, Roshan Rao, Robert Verkuil, Jason Liu, Tom Sercu, Alexander Rives
Language models enable zero-shot prediction of the effects of mutations on protein function. NeurIPS (2021)
Alexander Rives, Joshua Meier, Tom Sercu, Siddharth Goyal, Zeming Lin, Jason Liu, Demi Guo, Myle Ott, C. Lawrence Zitnick, Jerry Ma, Rob Fergus
Biological structure and function emerge from scaling unsupervised learning to 250 million protein sequences. Proc. Natl. Acad. Sci. USA 118 (15) (2021)
Roshan Rao, Joshua Meier, Tom Sercu, Sergey Ovchinnikov, Alexander Rives
Transformer protein language models are unsupervised structure learners. ICLR (2021)
Roshan Rao, Jason Liu, Robert Verkuil, Joshua Meier, John F. Canny, Pieter Abbeel, Tom Sercu, Alexander Rives
MSA Transformer. ICML (2021)
Payel Das, Tom Sercu, Kahini Wadhawan, Inkit Padhi, Sebastian Gehrmann, Flaviu S. Cipcigan, Vijil Chenthamarakshan, Hendrik Strobelt, Cícero Nogueira dos Santos, Pin-Yu Chen, Yi Yan Yang, Jeremy Tan, James Hedrick, Jason Crain, Aleksandra Mojsilovic
Accelerating Antimicrobial Discovery with Controllable Deep Generative Models and Molecular Dynamics. CoRR (2020)
Pierre L. Dognin, Igor Melnyk, Youssef Mroueh, Jerret Ross, Tom Sercu
Improved Adversarial Image Captioning. DGS@ICLR (2019)
Youssef Mroueh, Tom Sercu, Mattia Rigotti, Inkit Padhi, Cícero Nogueira dos Santos
Sobolev Independence Criterion. CoRR (2019)
Pierre L. Dognin, Igor Melnyk, Youssef Mroueh, Jerret Ross, Tom Sercu
Adversarial Semantic Alignment for Improved Image Captions. CVPR (2019)
Youssef Mroueh, Tom Sercu, Mattia Rigotti, Inkit Padhi, Cícero Nogueira dos Santos
Sobolev Independence Criterion. NeurIPS (2019)
Pierre L. Dognin, Igor Melnyk, Youssef Mroueh, Jerret Ross, Cícero Nogueira dos Santos, Tom Sercu
Wasserstein Barycenter Model Ensembling. CoRR (2019)
Pierre L. Dognin, Igor Melnyk, Youssef Mroueh, Jerret Ross, Cícero Nogueira dos Santos, Tom Sercu
Wasserstein Barycenter Model Ensembling. ICLR (Poster) (2019)
Tom Sercu, Sebastian Gehrmann, Hendrik Strobelt, Payel Das, Inkit Padhi, Cícero Nogueira dos Santos, Kahini Wadhawan, Vijil Chenthamarakshan
Interactive Visual Exploration of Latent Space (IVELS) for peptide auto-encoder model selection. DGS@ICLR (2019)
Chun-Fu (Richard) Chen, Quanfu Fan, Neil Mallinar, Tom Sercu, Rogério Schmidt Feris
Big-Little Net: An Efficient Multi-Scale Feature Representation for Visual and Speech Recognition. ICLR (Poster) (2019)
Tom Sercu, Neil Mallinar
Multi-Frame Cross-Entropy Training for Convolutional Neural Networks in Speech Recognition. CoRR (2019)
Youssef Mroueh, Tom Sercu, Anant Raj
Sobolev Descent. AISTATS (2019)
Youssef Mroueh, Tom Sercu, Anant Raj
Regularized Kernel and Neural Sobolev Descent: Dynamic MMD Transport. CoRR (2018)
Youssef Mroueh, Chun-Liang Li, Tom Sercu, Anant Raj, Yu Cheng
Sobolev GAN. ICLR (Poster) (2018)
Chun-Fu Chen, Quanfu Fan, Neil Mallinar, Tom Sercu, Rogério Schmidt Feris
Big-Little Net: An Efficient Multi-Scale Feature Representation for Visual and Speech Recognition. CoRR (2018)
Payel Das, Kahini Wadhawan, Oscar Chang, Tom Sercu, Cícero Nogueira dos Santos, Matthew Riemer, Inkit Padhi, Vijil Chenthamarakshan, Aleksandra Mojsilovic
PepCVAE: Semi-Supervised Targeted Design of Antimicrobial Peptide Sequences. CoRR (2018)
Pierre L. Dognin, Igor Melnyk, Youssef Mroueh, Jerret Ross, Tom Sercu
Improved Image Captioning with Adversarial Semantic Alignment. CoRR (2018)
Tom Sercu, George Saon, Jia Cui, Xiaodong Cui, Bhuvana Ramabhadran, Brian Kingsbury, Abhinav Sethy
Network architectures for multilingual speech representation learning. ICASSP (2017)
Youssef Mroueh, Chun-Liang Li, Tom Sercu, Anant Raj, Yu Cheng
Sobolev GAN. CoRR (2017)
Youssef Mroueh, Tom Sercu
Fisher GAN. CoRR (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
English Conversational Telephone Speech Recognition by Humans and Machines. INTERSPEECH (2017)
Youssef Mroueh, Tom Sercu, Vaibhava Goel
McGan: Mean and Covariance Feature Matching GAN. CoRR (2017)
Youssef Mroueh, Tom Sercu, Vaibhava Goel
McGan: Mean and Covariance Feature Matching GAN. ICML (2017)
Tom Sercu, Youssef Mroueh
Semi-Supervised Learning with IPM-based GANs: an Empirical Study. CoRR (2017)
Jia Cui, Brian Kingsbury, Bhuvana Ramabhadran, George Saon, Tom Sercu, Kartik Audhkhasi, Abhinav Sethy, Markus Nußbaum-Thom, Andrew Rosenberg
Knowledge distillation across ensembles of multilingual models for low-resource languages. ICASSP (2017)
Youssef Mroueh, Tom Sercu
Fisher GAN. NIPS (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
English Conversational Telephone Speech Recognition by Humans and Machines. CoRR (2017)
Tom Sercu, Vaibhava Goel
Advances in Very Deep Convolutional Neural Networks for LVCSR. INTERSPEECH (2016)
Tom Sercu, Vaibhava Goel
Advances in Very Deep Convolutional Neural Networks for LVCSR. CoRR (2016)
Tom Sercu, Vaibhava Goel
Dense Prediction on Sequences with Time-Dilated Convolutions for Speech Recognition. CoRR (2016)
Tom Sercu, Christian Puhrsch, Brian Kingsbury, Yann LeCun
Very deep multilingual convolutional neural networks for LVCSR. ICASSP (2016)
George Saon, Tom Sercu, Steven J. Rennie, Hong-Kwang Jeff Kuo
The IBM 2016 English Conversational Telephone Speech Recognition System. INTERSPEECH (2016)
George Saon, Tom Sercu, Steven J. Rennie, Hong-Kwang Jeff Kuo
The IBM 2016 English Conversational Telephone Speech Recognition System. CoRR (2016)
Tom Sercu, Christian Puhrsch, Brian Kingsbury, Yann LeCun
Very Deep Multilingual Convolutional Neural Networks for LVCSR. CoRR (2015)