Tom Sercu

发表

Advances in Very Deep Convolutional Neural Networks for LVCSR pdf

Vaibhava Goel, Tom Sercu, Tom Sercu, 2016, INTERSPEECH.

Fisher GAN

Tom Sercu, Youssef Mroueh, Youssef Mroueh, 2017, NIPS.

Wasserstein Barycenter Model Ensembling pdf

Cícero Nogueira dos Santos, Tom Sercu, Youssef Mroueh, 2019, ICLR.

Improved Adversarial Image Captioning

Tom Sercu, Youssef Mroueh, Pierre L. Dognin, 2019, DGS@ICLR.

McGan: Mean and Covariance Feature Matching GAN pdf

Vaibhava Goel, Tom Sercu, Youssef Mroueh, 2017, ICML.

Network architectures for multilingual speech representation learning

Xiaodong Cui, Brian Kingsbury, Bhuvana Ramabhadran, 2017, 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

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

Tom Sercu, Neil Mallinar, 2019, ArXiv.

Knowledge distillation across ensembles of multilingual models for low-resource languages

Brian Kingsbury, Bhuvana Ramabhadran, George Saon, 2017, 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

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

Rogério Schmidt Feris, Quanfu Fan, Tom Sercu, 2018, ICLR.

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

Vaibhava Goel, Tom Sercu, Tom Sercu, 2016, ArXiv.

Adversarial Semantic Alignment for Improved Image Captions

Tom Sercu, Youssef Mroueh, Pierre L. Dognin, 2018, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Transformer protein language models are unsupervised structure learners

Tom Sercu, Roshan Rao, Joshua Meier, 2020, bioRxiv.

Regularized Kernel and Neural Sobolev Descent: Dynamic MMD Transport pdf

Tom Sercu, Youssef Mroueh, Anant Raj, 2018, ArXiv.

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

Tom Sercu, Youssef Mroueh, 2017, ArXiv.

Sobolev GAN pdf

Yu Cheng, Chun-Liang Li, Tom Sercu, 2017, ICLR.

PepCVAE: Semi-Supervised Targeted Design of Antimicrobial Peptide Sequences pdf

Cícero Nogueira dos Santos, Aleksandra Mojsilovic, Tom Sercu, 2018, 1810.07743.

Sobolev Independence Criterion

Cícero Nogueira dos Santos, Tom Sercu, Youssef Mroueh, 2019, NeurIPS.

Sobolev Descent

Tom Sercu, Youssef Mroueh, Anant Raj, 2018, AISTATS.

The IBM 2016 English Conversational Telephone Speech Recognition System

George Saon, Tom Sercu, Hong-Kwang Jeff Kuo, 2016, INTERSPEECH.

English Conversational Telephone Speech Recognition by Humans and Machines

Xiaodong Cui, Bhuvana Ramabhadran, George Saon, 2017, INTERSPEECH.

Accelerating Antimicrobial Discovery with Controllable Deep Generative Models and Molecular Dynamics pdf

Aleksandra Mojsilovic, Tom Sercu, Pin-Yu Chen, 2020, ArXiv.

Interactive Visual Exploration of Latent Space (IVELS) for peptide auto-encoder model selection

Sebastian Gehrmann, Tom Sercu, Hendrik Strobelt, 2019, DGS@ICLR.

Improved Image Captioning with Adversarial Semantic Alignment pdf

Tom Sercu, Youssef Mroueh, Pierre L. Dognin, 2018, ArXiv.

Improved Mutual Information Estimation

Tom Sercu, Youssef Mroueh, Pierre L. Dognin, 2019, AAAI.

Very deep multilingual convolutional neural networks for LVCSR

Brian Kingsbury, Yann LeCun, Tom Sercu, 2015, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

MSA Transformer

John F. Canny, Pieter Abbeel, Tom Sercu, 2021, bioRxiv.

Biological structure and function emerge from scaling unsupervised learning to 250 million protein sequences

Tom Sercu, Myle Ott, Rob Fergus, 2021, Proceedings of the National Academy of Sciences.

Language models enable zero-shot prediction of the effects of mutations on protein function

Tom Sercu, Robert Verkuil, Roshan Rao, 2021, bioRxiv.