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Alain, Guillaume

  1. 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)
  2. 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
  3. 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
  4. 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
  5. 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
  6. 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)
  7. 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)
  8. 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)
  9. 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)