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reading lists for new lisa students 2 from bengio

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Restricted Boltzmann Machines

[1] Unsupervised learning of distributions of binary vectors using 2-layer networks

[2] A practical guide to training restricted Boltzmann machines

[3] Training restricted Boltzmann machines using approximations to the likelihood gradient

[4] Tempered Markov Chain Monte Carlo for training of Restricted Boltzmann Machine

[5] How to Center Binary Restricted Boltzmann Machines

[6] Enhanced Gradient for Training Restricted Boltzmann Machines

[7] Using fast weights to improve persistent contrastive divergence

[8] Training Products of Experts by Minimizing Contrastive Divergence

Boltzmann Machines

[1] Deep Boltzmann Machines (Salakhutdinov & Hinton)

[2] Multimodal Learning with Deep Boltzmann Machines

[3] Multi-Prediction Deep Boltzmann Machines

[4] A Two-stage Pretraining Algorithm for Deep Boltzmann Machines

Regularized Auto-Encoders

[1] The Manifold Tangent Classifier

Regularization

Stochastic Nets & GSNs

[1] Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation

[2] Learning Stochastic Feedforward Neural Networks

[3] Generalized Denoising Auto-Encoders as Generative Models

[4] Deep Generative Stochastic Networks Trainable by Backprop

Others

[1] Slow, Decorrelated Features for Pretraining Complex Cell-like Networks

[2] What Regularized Auto-Encoders Learn from the Data Generating Distribution

[3] Generalized Denoising Auto-Encoders as Generative Models

[4] Why the logistic function?


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