Model Compression

Inference-Invariant Transformation of Batch Normalization for Domain Adaptation of Acoustic Models Interspeech 2018 Investigation on Bandwidth Extension for Speaker Recognition Interspeech 2018 Learning Compact Neural Networks with Regularization ICML 2018 Learning Compressed Transforms with Low Displacement Rank NeurIPS 2018 “Learning-Compression” Algorithms for Neural Net Pruning CVPR 2018 Learning to Optimize Tensor Programs NeurIPS 2018 LEARNING TO SHARE: SIMULTANEOUS PARAMETER TYING AND SPARSIFICATION IN DEEP LEARNING ICLR 2018 Low-rank passthrough neural networks ACL 2018 Modular Networks: Learning to Decompose Neural Computation NeurIPS 2018 Modulated Convolutional Networks CVPR 2018 Network Approximation using Tensor Sketching IJCAI 2018 On Robust Trimming of Bayesian Network Classifiers IJCAI 2018 On the Application and Compression of Deep Time Delay Neural Network for Embedded Statistical Parametric Speech Synthesis Interspeech 2018 Reusing Weights in Subword-Aware Neural Language Models NAACL 2018 Semi-Orthogonal Low-Rank Matrix Factorization for Deep Neural Networks Interspeech 2018 Smaller Text Classifiers with Discriminative Cluster Embeddings NAACL 2018 Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks IJCAI 2018 SSR-Net: A Compact Soft Stagewise Regression Network for Age Estimation IJCAI 2018 Towards Binary-Valued Gates for Robust LSTM Training ICML 2018 Wide Compression: Tensor Ring Nets CVPR 2018 WSNet: Compact and Efficient Networks Through Weight Sampling ICML 2018 Bayesian Compression for Deep Learning NeurIPS 2017 Beyond Filters: Compact Feature Map for Portable Deep Model ICML 2017 Efficient Knowledge Distillation from an Ensemble of Teachers Interspeech 2017 Flexpoint: An Adaptive Numerical Format for Efficient Training of Deep Neural Networks NeurIPS 2017