18 citations
- Université de MontréalCA5 papers
- Aarhus UniversityDK1 paper
- Canadian Institute for Advanced ResearchCA1 paper
- Hebrew University of JerusalemIL1 paper
- Hospital Universitário da Universidade de São PauloBR1 paper
- IMT AtlantiqueFR1 paper
- Université de Bretagne OccidentaleFR1 paper
- University of GenevaCH1 paper
7 papers
Learning Optimal Decision Trees from Large Datasets
Florent Avellaneda
Inferring a decision tree from a given dataset is one of the classic problems in machine learning. This problem consists of buildings, from a labelled dataset, a tree such that eac…
Quantized Guided Pruning for Efficient Hardware Implementations of Convolutional Neural Networks
Ghouthi Boukli Hacene, Vincent Gripon, Matthieu Arzel +2
Convolutional Neural Networks (CNNs) are state-of-the-art in numerous computer vision tasks such as object classification and detection. However, the large amount of parameters the…
Efficient Exact Gradient Update for training Deep Networks with Very Large Sparse Targets
Pascal Vincent, Alexandre de Brébisson, Xavier Bouthillier
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. neural language models…
The Crypto-democracy and the Trustworthy
Sebastien Gambs, Samuel Ranellucci, and Alain Tapp
In the current architecture of the Internet, there is a strong asymmetry in terms of power between the entities that gather and process personal data (e.g., major Internet companie…
On the Equivalence Between Deep NADE and Generative Stochastic Networks
Li Yao, Sherjil Ozair, Kyunghyun Cho +1
Neural Autoregressive Distribution Estimators (NADEs) have recently been shown as successful alternatives for modeling high dimensional multimodal distributions. One issue associat…
Generating Complete and Finite Test Suite for ioco: Is It Possible?
Adenilso Simao, Alexandre Petrenko
Testing from Input/Output Transition Systems has been intensely investigated. The conformance between the implementation and the specification is often determined by the so-called…