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Neural Network Optimization

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Papers

Optimization based Layer-wise Magnitude-based Pruning for DNN Compression IJCAI 2018
Refine or Represent: Residual Networks with Explicit Channel-wise Configuration IJCAI 2018
Progressive Blockwise Knowledge Distillation for Neural Network Acceleration IJCAI 2018
Convergence Analysis of Gradient Descent for Eigenvector Computation IJCAI 2018
A Unified Analysis of Stochastic Momentum Methods for Deep Learning IJCAI 2018
Deep Convolutional Neural Networks with Merge-and-Run Mappings IJCAI 2018
On the Convergence Properties of a K-step Averaging Stochastic Gradient Descent Algorithm for Nonconvex Optimization IJCAI 2018
Improving Deep Neural Network Sparsity through Decorrelation Regularization IJCAI 2018
Learning to Converse with Noisy Data: Generation with Calibration IJCAI 2018
Building Sparse Deep Feedforward Networks using Tree Receptive Fields IJCAI 2018
Data-driven Onboard Scheduling for an Autonomous Observation Satellite IJCAI 2018
Evolving Learning for Analysing Mood-Related Infant Vocalisation INTERSPEECH 2018
Whispered Speech to Neutral Speech Conversion Using Bidirectional LSTMs INTERSPEECH 2018
LSTM Based Cross-corpus and Cross-task Acoustic Emotion Recognition INTERSPEECH 2018
Joint Noise and Reverberation Adaptive Learning for Robust Speaker DOA Estimation with an Acoustic Vector Sensor INTERSPEECH 2018
Role of Regularization in the Prediction of Valence from Speech INTERSPEECH 2018
Prediction of Perceived Speech Quality Using Deep Machine Listening INTERSPEECH 2018
Audiovisual Speech Activity Detection with Advanced Long Short-Term Memory INTERSPEECH 2018
Automatic DNN Node Pruning Using Mixture Distribution-based Group Regularization INTERSPEECH 2018
State Gradients for RNN Memory Analysis INTERSPEECH 2018
Memory Time Span in LSTMs for Multi-Speaker Source Separation INTERSPEECH 2018
Open Problems in Speech Recognition INTERSPEECH 2018
Layer Trajectory LSTM INTERSPEECH 2018
Semi-tied Units for Efficient Gating in LSTM and Highway Networks INTERSPEECH 2018
Output-Gate Projected Gated Recurrent Unit for Speech Recognition INTERSPEECH 2018