Tom Sercu

发表

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).

Fisher GAN

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

Neural Potts Model

Yann LeCun, Zeming Lin, Brandon Amos, 2021, bioRxiv.

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

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

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

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

Language models of protein sequences at the scale of evolution enable accurate structure prediction

Zeming Lin, Alexander Rives, B. Hie, 2022, bioRxiv.

Learning inverse folding from millions of predicted structures

Zeming Lin, Adam Lerer, Alexander Rives, 2022, bioRxiv.

Improved Mutual Information Estimation

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

Evolutionary-scale prediction of atomic level protein structure with a language model

Zeming Lin, Alexander Rives, Salvatore Candido, 2022, bioRxiv.

Language models generalize beyond natural proteins

Alexander Rives, Yilun Du, S. Ovchinnikov, 2022, bioRxiv.

Wasserstein Barycenter Model Ensembling pdf

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

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

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

Transformer protein language models are unsupervised structure learners

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

MSA Transformer

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

A high-level programming language for generative protein design

Zeming Lin, Alexander Rives, Salvatore Candido, 2022, bioRxiv.

McGan: Mean and Covariance Feature Matching GAN pdf

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

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

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

Advances in Very Deep Convolutional Neural Networks for LVCSR pdf

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

Accelerated antimicrobial discovery via deep generative models and molecular dynamics simulations

Yi Yan Yang, Pin-Yu Chen, Sebastian Gehrmann, 2021, Nature Biomedical Engineering.

Sobolev Descent

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

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).

Accelerated antimicrobial discovery via deep generative models and molecular dynamics simulations

Yi Yan Yang, Sebastian Gehrmann, A. Mojsilovic, 2021, Nature Biomedical Engineering.

Improved Adversarial Image Captioning

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

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).

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

Yi Yan Yang, C. D. Santos, Pin-Yu Chen, 2020, ArXiv.

PepCVAE: Semi-Supervised Targeted Design of Antimicrobial Peptide Sequences

C. D. Santos, M. Riemer, A. Mojsilovic, 2018, ArXiv.

Sobolev GAN pdf

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

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).

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

R. Feris, Quanfu Fan, Chun-Fu Chen, 2018, ICLR.

Improved Image Captioning with Adversarial Semantic Alignment pdf

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

Deep generative models create new and diverse protein structures

Zeming Lin, Alexander Rives, Tom Sercu, 2021 .