14.5k citations · 90.1k across the 347 of their papers we have counts for
63 papers · 1 filter
Learning from Learning Machines: Optimisation, Rules, and Social Norms
Travis LaCroix, Yoshua Bengio
There is an analogy between machine learning systems and economic entities in that they are both adaptive, and their behaviour is specified in a more-or-less explicit way. It appea…
On the Morality of Artificial Intelligence
Alexandra Luccioni, Yoshua Bengio
Much of the existing research on the social and ethical impact of Artificial Intelligence has been focused on defining ethical principles and guidelines surrounding Machine Learnin…
A learning-based algorithm to quickly compute good primal solutions for Stochastic Integer Programs
Yoshua Bengio, Emma Frejinger, Andrea Lodi +2
We propose a novel approach using supervised learning to obtain near-optimal primal solutions for two-stage stochastic integer programming (2SIP) problems with constraints in the f…
The effect of task and training on intermediate representations in convolutional neural networks revealed with modified RV similarity analysis
Jessica A. F. Thompson, Yoshua Bengio, Marc Schoenwiesner
Centered Kernel Alignment (CKA) was recently proposed as a similarity metric for comparing activation patterns in deep networks. Here we experiment with the modified RV-coefficient…
Applying Knowledge Transfer for Water Body Segmentation in Peru
Jessenia Gonzalez, Debjani Bhowmick, Cesar Beltran +2
In this work, we present the application of convolutional neural networks for segmenting water bodies in satellite images. We first use a variant of the U-Net model to segment rive…
Joint Learning of Generative Translator and Classifier for Visually Similar Classes
ByungIn Yoo, Tristan Sylvain, Yoshua Bengio +1
In this paper, we propose a Generative Translation Classification Network (GTCN) for improving visual classification accuracy in settings where classes are visually similar and dat…