Deep Learning

Dialogue Act Classification in Domain-Independent Conversations Using a Deep Recurrent Neural Network COLING 2016 Exploiting Hidden-Layer Responses of Deep Neural Networks for Language Recognition Interspeech 2016 How Neural Network Depth Compensates for HMM Conditional Independence Assumptions in DNN-HMM Acoustic Models Interspeech 2016 Large-scale Multi-class and Hierarchical Product Categorization for an E-commerce Giant COLING 2016 Multi-Domain Joint Semantic Frame Parsing Using Bi-Directional RNN-LSTM Interspeech 2016 Multi-Task Learning and Weighted Cross-Entropy for DNN-Based Keyword Spotting Interspeech 2016 Multi-view and multi-task training of RST discourse parsers COLING 2016 Nonlinear Statistical Learning with Truncated Gaussian Graphical Models ICML 2016 Non-sentential Question Resolution using Sequence to Sequence Learning COLING 2016 Non-Uniform Boosted MCE Training of Deep Neural Networks for Keyword Spotting Interspeech 2016 Ranking Responses Oriented to Conversational Relevance in Chat-bots COLING 2016 Scalable Gradient-Based Tuning of Continuous Regularization Hyperparameters ICML 2016 Sequential Convolutional Neural Networks for Slot Filling in Spoken Language Understanding Interspeech 2016 Structured Prediction Energy Networks ICML 2016 Text-Dependent Audiovisual Synchrony Detection for Spoofing Detection in Mobile Person Recognition Interspeech 2016 Deep Knowledge Tracing NeurIPS 2015 Max-Margin Deep Generative Models NeurIPS 2015 Optimizing Expected Intersection-Over-Union With Candidate-Constrained CRFs ICCV 2015 Un-regularizing: approximate proximal point and faster stochastic algorithms for empirical risk minimization ICML 2015 On the Computational Efficiency of Training Neural Networks NeurIPS 2014 Provable Bounds for Learning Some Deep Representations ICML 2014 RAAM: The Benefits of Robustness in Approximating Aggregated MDPs in Reinforcement Learning NeurIPS 2014 Sequence to Sequence Learning with Neural Networks NeurIPS 2014 Stochastic Gradient Hamiltonian Monte Carlo ICML 2014 Adaptive dropout for training deep neural networks NeurIPS 2013