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List of works by Aaron C. Courville

A Benchmark for Endoluminal Scene Segmentation of Colonoscopy Images

scientific article published on 26 July 2017

A Recurrent Latent Variable Model for Sequential Data

A bistable computational model of recurring epileptiform activity as observed in rodent slice preparations

scientific article published on March 10, 2011

An Infinite Factor Model Hierarchy Via a Noisy-Or Mechanism

scientific article published in January 2009

An empirical evaluation of deep architectures on problems with many factors of variation

scholarly article published 2007

Bayesian theories of conditioning in a changing world

scientific article published on 21 June 2006

Brain tumor segmentation with Deep Neural Networks

scientific article published on 19 May 2016

Challenges in Representation Learning: A Report on Three Machine Learning Contests

scholarly article by Ian J. Goodfellow et al published 2013 in Lecture Notes in Computer Science

Challenges in representation learning: a report on three machine learning contests

scientific article published on 29 December 2014

Char2Wav: End-to-End Speech Synthesis

scientific article (publication date: 2017)

Deep Learning

book edition from 2016 by Goodfellow, Bengio and Courville

Describing Multimedia Content Using Attention-Based Encoder-Decoder Networks

article by Kyunghyun Cho et al published November 2015 in IEEE Transactions on Multimedia

FER-2013

dataset of faces showing emotions

Generative Adversarial Nets

paper introducing GANs

GibbsNet: Iterative Adversarial Inference for Deep Graphical Models

scientific article published in January 2017

Improved Training of Wasserstein GANs

scientific article published in January 2017

Improving Explorability in Variational Inference with Annealed Variational Objectives

MelGAN: Generative Adversarial Networks for Conditional Waveform Synthesis

scientific article published in January 2019

Model Uncertainty in Classical Conditioning

scientific article published in January 2004

Modeling Temporal Structure in Classical Conditioning

scientific article published in January 2002

Modulating early visual processing by language

scientific article published in January 2017

Movie Description

Multi-Prediction Deep Boltzmann Machines

No-Press Diplomacy: Modeling Multi-Agent Gameplay

On Tracking The Partition Function

scientific article published in January 2011

Ordered Memory

Professor Forcing: A New Algorithm for Training Recurrent Networks

scientific article published in January 2016

Representation Learning: A Review and New Perspectives

review article by Bengio, Courville and Vincent on arXiv

Representation and timing in theories of the dopamine system

scientific article published on July 2006

Representation learning: a review and new perspectives

scientific article published on August 2013 in IEEE PAMI

Scaling up spike-and-slab models for unsupervised feature learning

scientific article published in August 2013

Show, Attend and Tell: Neural Image Caption Generation with Visual Attention

scholarly article

Similarity and Discrimination in Classical Conditioning: A Latent Variable Account

scientific article published in January 2005

The Spike-and-Slab RBM and Extensions to Discrete and Sparse Data Distributions

scientific article

The rat as particle filter

Timing and Partial Observability in the Dopamine System

scientific article published in January 2003

Towards Text Generation with Adversarially Learned Neural Outlines

Unsupervised Learning of Dense Visual Representations

scientific article published in November 2020