Deep Learning

Dropout Training as Adaptive Regularization NeurIPS 2013 Understanding Dropout NeurIPS 2013 Variance Reduction for Stochastic Gradient Optimization NeurIPS 2013 A Generative Model for Parts-based Object Segmentation NeurIPS 2012 Analog readout for optical reservoir computers NeurIPS 2012 Approximate Message Passing with Consistent Parameter Estimation and Applications to Sparse Learning NeurIPS 2012 Causal discovery with scale-mixture model for spatiotemporal variance dependencies NeurIPS 2012 Deep Spatio-Temporal Architectures and Learning for Protein Structure Prediction NeurIPS 2012 Discriminative Learning of Sum-Product Networks NeurIPS 2012 Efficient and direct estimation of a neural subunit model for sensory coding NeurIPS 2012 Large Scale Distributed Deep Networks NeurIPS 2012 Nonlinear low-dimensional regression using auxiliary coordinates AISTATS 2012 Predicting Action Content On-Line and in Real Time before Action Onset – an Intracranial Human Study NeurIPS 2012 Toward a Noncommutative Arithmetic-geometric Mean Inequality: Conjectures, Case-studies, and Consequences COLT 2012 A Brain-Machine Interface Operating with a Real-Time Spiking Neural Network Control Algorithm NeurIPS 2011 Dynamic Pooling and Unfolding Recursive Autoencoders for Paraphrase Detection NeurIPS 2011 In All Likelihood, Deep Belief Is Not Enough JMLR 2011 Large-Scale Category Structure Aware Image Categorization NeurIPS 2011 TD_gamma: Re-evaluating Complex Backups in Temporal Difference Learning NeurIPS 2011 Cell Assemblies in Large Sparse Inhibitory Networks of Biologically Realistic Spiking Neurons NeurIPS 2008 Offline Handwriting Recognition with Multidimensional Recurrent Neural Networks NeurIPS 2008 Weighted Sums of Random Kitchen Sinks: Replacing minimization with randomization in learning NeurIPS 2008 Contraction Properties of VLSI Cooperative Competitive Neural Networks of Spiking Neurons NeurIPS 2007 Minimax Regret Classifier for Imprecise Class Distributions JMLR 2007 Regulator Discovery from Gene Expression Time Series of Malaria Parasites: a Hierachical Approach NeurIPS 2007