Search Results - "de Brebisson, Alexandre"

Deep neural networks for anatomical brain segmentation by de Brebisson, Alexandre, Montana, Giovanni

“…We present a novel approach to automatically segment magnetic resonance (MR) images of the human brain into anatomical regions. Our methodology is based on a…”
Get full text

Deep Neural Networks for Anatomical Brain Segmentation by de Brebisson, Alexandre, Montana, Giovanni

“…We present a novel approach to automatically segment magnetic resonance (MR) images of the human brain into anatomical regions. Our methodology is based on a…”
Get full text

MelGAN: Generative Adversarial Networks for Conditional Waveform Synthesis by Kumar, Kundan, Kumar, Rithesh, de Boissiere, Thibault, Gestin, Lucas, Teoh, Wei Zhen, Sotelo, Jose, de Brebisson, Alexandre, Bengio, Yoshua, Courville, Aaron

“…Previous works (Donahue et al., 2018a; Engel et al., 2019a) have found that generating coherent raw audio waveforms with GANs is challenging. In this paper, we…”
Get full text

ObamaNet: Photo-realistic lip-sync from text by Kumar, Rithesh, Sotelo, Jose, Kumar, Kundan, de Brebisson, Alexandre, Bengio, Yoshua

“…We present ObamaNet, the first architecture that generates both audio and synchronized photo-realistic lip-sync videos from any new text. Contrary to other…”
Get full text

A Deep Reinforcement Learning Chatbot (Short Version) by Serban, Iulian V, Sankar, Chinnadhurai, Germain, Mathieu, Zhang, Saizheng, Lin, Zhouhan, Subramanian, Sandeep, Kim, Taesup, Pieper, Michael, Chandar, Sarath, Ke, Nan Rosemary, Rajeswar, Sai, de Brebisson, Alexandre, Sotelo, Jose M. R, Suhubdy, Dendi, Michalski, Vincent, Nguyen, Alexandre, Pineau, Joelle, Bengio, Yoshua

“…We present MILABOT: a deep reinforcement learning chatbot developed by the Montreal Institute for Learning Algorithms (MILA) for the Amazon Alexa Prize…”
Get full text

A Deep Reinforcement Learning Chatbot by Serban, Iulian V, Sankar, Chinnadhurai, Germain, Mathieu, Zhang, Saizheng, Lin, Zhouhan, Subramanian, Sandeep, Kim, Taesup, Pieper, Michael, Chandar, Sarath, Ke, Nan Rosemary, Rajeshwar, Sai, de Brebisson, Alexandre, Sotelo, Jose M. R, Suhubdy, Dendi, Michalski, Vincent, Nguyen, Alexandre, Pineau, Joelle, Bengio, Yoshua

“…We present MILABOT: a deep reinforcement learning chatbot developed by the Montreal Institute for Learning Algorithms (MILA) for the Amazon Alexa Prize…”
Get full text

A Cheap Linear Attention Mechanism with Fast Lookups and Fixed-Size Representations by de Brébisson, Alexandre, Vincent, Pascal

“…The softmax content-based attention mechanism has proven to be very beneficial in many applications of recurrent neural networks. Nevertheless it suffers from…”
Get full text

The Z-loss: a shift and scale invariant classification loss belonging to the Spherical Family by de Brébisson, Alexandre, Vincent, Pascal

“…Despite being the standard loss function to train multi-class neural networks, the log-softmax has two potential limitations. First, it involves computations…”
Get full text

An Exploration of Softmax Alternatives Belonging to the Spherical Loss Family by de Brébisson, Alexandre, Vincent, Pascal

“…In a multi-class classification problem, it is standard to model the output of a neural network as a categorical distribution conditioned on the inputs. The…”
Get full text

Exact gradient updates in time independent of output size for the spherical loss family by Vincent, Pascal, de Brébisson, Alexandre, Bouthillier, Xavier

“…An important class of problems involves training deep neural networks with sparse prediction targets of very high dimension D. These occur naturally in e.g…”
Get full text

Efficient Exact Gradient Update for training Deep Networks with Very Large Sparse Targets by Vincent, Pascal, de Brébisson, Alexandre, Bouthillier, Xavier

“…An important class of problems involves training deep neural networks with sparse prediction targets of very high dimension D. These occur naturally in e.g…”
Get full text

Artificial Neural Networks Applied to Taxi Destination Prediction by de Brébisson, Alexandre, Simon, Étienne, Auvolat, Alex, Vincent, Pascal, Bengio, Yoshua

“…We describe our first-place solution to the ECML/PKDD discovery challenge on taxi destination prediction. The task consisted in predicting the destination of a…”
Get full text

Theano: A Python framework for fast computation of mathematical expressions by The Theano Development Team, Al-Rfou, Rami, Alain, Guillaume, Almahairi, Amjad, Angermueller, Christof, Bahdanau, Dzmitry, Ballas, Nicolas, Bastien, Frédéric, Bayer, Justin, Belikov, Anatoly, Belopolsky, Alexander, Bengio, Yoshua, Bergeron, Arnaud, Snyder, Josh Bleecher, Bouchard, Nicolas, Bouthillier, Xavier, de Brébisson, Alexandre, Breuleux, Olivier, Carrier, Pierre-Luc, Cho, Kyunghyun, Chorowski, Jan, Christiano, Paul, Cooijmans, Tim, Côté, Marc-Alexandre, Côté, Myriam, Courville, Aaron, Dauphin, Yann N, Delalleau, Olivier, Demouth, Julien, Desjardins, Guillaume, Dieleman, Sander, Ducoffe, Mélanie, Dumoulin, Vincent, Kahou, Samira Ebrahimi, Erhan, Dumitru, Fan, Ziye, Firat, Orhan, Germain, Mathieu, Glorot, Xavier, Graham, Matt, Gulcehre, Caglar, Hamel, Philippe, Harlouchet, Iban, Heng, Jean-Philippe, Hidasi, Balázs, Jain, Arjun, Jean, Sébastien, Jia, Kai, Korobov, Mikhail, Kulkarni, Vivek, Lamb, Alex, Lamblin, Pascal, Larsen, Eric, Laurent, César, Lee, Sean, Lefrancois, Simon, Lemieux, Simon, Léonard, Nicholas, Lin, Zhouhan, Livezey, Jesse A, Lowin, Jeremiah, Manzagol, Pierre-Antoine, Mastropietro, Olivier, McGibbon, Robert T, Memisevic, Roland, van Merriënboer, Bart, Michalski, Vincent, Mirza, Mehdi, Orlandi, Alberto, Pascanu, Razvan, Raffel, Colin, Rocklin, Matthew, Romero, Adriana, Sadowski, Peter, Savard, François, Schlüter, Jan, Schulman, John, Schwartz, Gabriel, Serban, Iulian Vlad, Serdyuk, Dmitriy, Shabanian, Samira, Simon, Étienne, Spieckermann, Sigurd, Subramanyam, S. Ramana, Sygnowski, Jakub, Tanguay, Jérémie, van Tulder, Gijs, Turian, Joseph, Urban, Sebastian, Vincent, Pascal, Visin, Francesco, de Vries, Harm, Warde-Farley, David, Webb, Dustin J, Willson, Matthew, Xu, Kelvin, Xue, Lijun, Yao, Li, Zhang, Saizheng, Zhang, Ying

“…Theano is a Python library that allows to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. Since its…”
Get full text