Alain, Guillaume
- Understanding intermediate layers using linear classifier probes
2016/10/05 by Alain, Guillaume, Bengio, Yoshua · 152 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Generalized Denoising Auto-Encoders as Generative Models
2013/05/29 by Yoshua Bengio, Li Yao, Bengio, Yoshua +5 · 20 citations
Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Neural Networks and Applications
- Variance Reduction in SGD by Distributed Importance Sampling
2015/11/20 by Guillaume Alain, Alex Lamb, Alain, Guillaume +7 · 15 citations
Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stochastic Gradient Optimization Techniques
- What Regularized Auto-Encoders Learn from the Data Generating Distribution
2012/11/18 by Guillaume Alain, Yoshua Bengio, Alain, Guillaume +1 · 12 citations
Computer Science · Physics and Astronomy · Engineering · #Generative Adversarial Networks and Image Synthesis #Model Reduction and Neural Networks #Lattice Boltzmann Simulation Studies
- Deep Generative Stochastic Networks Trainable by Backprop
2013/06/05 by Yoshua Bengio, Bengio, Yoshua, Eric Laufer +5 · 5 citations
Computer Science · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Human Pose and Action Recognition #Machine Learning (cs.LG) #Machine Learning in Healthcare
- Implicit Density Estimation by Local Moment Matching to Sample from Auto-Encoders
2012/06/30 by Yoshua Bengio, Bengio, Yoshua, Guillaume Alain +3 · 1 citation
Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Human Pose and Action Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- GSNs : Generative Stochastic Networks
2015/03/18 by Alain, Guillaume, Bengio, Yoshua, Yao, Li +4 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Theano: A Python framework for fast computation of mathematical expressions
2016/05/09 by The Theano Development Team, Al-Rfou, Rami, Alain, Guillaume +110 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Mathematical Software (cs.MS) #Symbolic Computation (cs.SC)
- DeepDrummer : Generating Drum Loops using Deep Learning and a Human in the Loop
2020/08/10 by Alain, Guillaume, Chevalier-Boisvert, Maxime, Osterrath, Frederic +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)