Model Compression

Marian: Cost-effective High-Quality Neural Machine Translation in C++ ACL 2018 Modulated Convolutional Networks CVPR 2018 MorphNet: Fast & Simple Resource-Constrained Structure Learning of Deep Networks CVPR 2018 NestedNet: Learning Nested Sparse Structures in Deep Neural Networks CVPR 2018 Network Approximation using Tensor Sketching IJCAI 2018 NISP: Pruning Networks Using Neuron Importance Score Propagation CVPR 2018 OpenNMT System Description for WNMT 2018: 800 words/sec on a single-core CPU ACL 2018 Pieces of Eight: 8-bit Neural Machine Translation NAACL 2018 Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference CVPR 2018 Quantization of Fully Convolutional Networks for Accurate Biomedical Image Segmentation CVPR 2018 Rethinking the Smaller-Norm-Less-Informative Assumption in Channel Pruning of Convolution Layers ICLR 2018 Semi-Orthogonal Low-Rank Matrix Factorization for Deep Neural Networks Interspeech 2018 Shift: A Zero FLOP, Zero Parameter Alternative to Spatial Convolutions CVPR 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 StrassenNets: Deep Learning with a Multiplication Budget ICML 2018 Synaptic Strength For Convolutional Neural Network NeurIPS 2018 The Karlsruhe Institute of Technology Systems for the News Translation Task in WMT 2018 EMNLP 2018 Towards Effective Low-Bitwidth Convolutional Neural Networks CVPR 2018 Wide Compression: Tensor Ring Nets CVPR 2018 WSNet: Compact and Efficient Networks Through Weight Sampling ICML 2018 A Compact DNN: Approaching GoogLeNet-Level Accuracy of Classification and Domain Adaptation CVPR 2017 A Gift From Knowledge Distillation: Fast Optimization, Network Minimization and Transfer Learning CVPR 2017 Bayesian Compression for Deep Learning NeurIPS 2017 Beyond Filters: Compact Feature Map for Portable Deep Model ICML 2017