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Deep Learning

1397 directly classified papers

Papers per year

Papers

A Hybrid Causal Search Algorithm for Latent Variable Models PGM 2016
Multi-Domain Joint Semantic Frame Parsing Using Bi-Directional RNN-LSTM INTERSPEECH 2016
Deep Stacked Autoencoders for Spoken Language Understanding INTERSPEECH 2016
Nonlinear Statistical Learning with Truncated Gaussian Graphical Models ICML 2016
Multi-view and multi-task training of RST discourse parsers COLING 2016
Exploiting Hidden-Layer Responses of Deep Neural Networks for Language Recognition INTERSPEECH 2016
A New Pre-Training Method for Training Deep Learning Models with Application to Spoken Language Understanding INTERSPEECH 2016
Sequential Convolutional Neural Networks for Slot Filling in Spoken Language Understanding INTERSPEECH 2016
A Step Beyond Local Observations with a Dialog Aware Bidirectional GRU Network for Spoken Language Understanding INTERSPEECH 2016
Context-Sensitive and Role-Dependent Spoken Language Understanding Using Bidirectional and Attention LSTMs INTERSPEECH 2016
Deep Knowledge Tracing NIPS 2015
Un-regularizing: approximate proximal point and faster stochastic algorithms for empirical risk minimization ICML 2015
Optimizing Expected Intersection-Over-Union With Candidate-Constrained CRFs ICCV 2015
Stochastic Gradient Hamiltonian Monte Carlo ICML 2014
Sequence to Sequence Learning with Neural Networks NIPS 2014
RAAM: The Benefits of Robustness in Approximating Aggregated MDPs in Reinforcement Learning NIPS 2014
Provable Bounds for Learning Some Deep Representations ICML 2014
Understanding Dropout NIPS 2013
Dropout Training as Adaptive Regularization NIPS 2013
Adaptive dropout for training deep neural networks NIPS 2013
Variance Reduction for Stochastic Gradient Optimization NIPS 2013
Predicting Action Content On-Line and in Real Time before Action Onset – an Intracranial Human Study NIPS 2012
Approximate Message Passing with Consistent Parameter Estimation and Applications to Sparse Learning NIPS 2012
Analog readout for optical reservoir computers NIPS 2012
Toward a Noncommutative Arithmetic-geometric Mean Inequality: Conjectures, Case-studies, and Consequences COLT 2012