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model compression

3283 papers

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MC

Co-occurring keywords

knowledge distillation (3680) large language model (12755) neural network (6616) efficient computing (779) neural network optimization (1293) transfer learning (5442) convolutional neural network (4216) neural network pruning (265) language model (4573) parameter efficiency (415)

Papers

Optimization based Layer-wise Magnitude-based Pruning for DNN Compression IJCAI 2018
Compact Personalized Models for Neural Machine Translation EMNLP 2018
Born Again Neural Networks ICML 2018
Accelerating Convolutional Networks via Global & Dynamic Filter Pruning IJCAI 2018
“Learning-Compression” Algorithms for Neural Net Pruning CVPR 2018
Network Approximation using Tensor Sketching IJCAI 2018
WSNet: Compact and Efficient Networks Through Weight Sampling ICML 2018
DCFNet: Deep Neural Network with Decomposed Convolutional Filters ICML 2018
Improving DNNs Trained with Non-Native Transcriptions Using Knowledge Distillation and Target Interpolation INTERSPEECH 2018
StrassenNets: Deep Learning with a Multiplication Budget ICML 2018
Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks IJCAI 2018
Semi-tied Units for Efficient Gating in LSTM and Highway Networks INTERSPEECH 2018
Better and Faster: Knowledge Transfer from Multiple Self-supervised Learning Tasks via Graph Distillation for Video Classification IJCAI 2018
Analyzing Knowledge Distillation in Neural Machine Translation EMNLP 2018
MISSION: Ultra Large-Scale Feature Selection using Count-Sketches ICML 2018
GroupReduce: Block-Wise Low-Rank Approximation for Neural Language Model Shrinking NIPS 2018
Wide Compression: Tensor Ring Nets CVPR 2018
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference CVPR 2018
xUnit: Learning a Spatial Activation Function for Efficient Image Restoration CVPR 2018
Modulated Convolutional Networks CVPR 2018
Boosting Self-Supervised Learning via Knowledge Transfer CVPR 2018
Learning Compressed Transforms with Low Displacement Rank NIPS 2018
Scalable methods for 8-bit training of neural networks NIPS 2018
Multi-Task Zipping via Layer-wise Neuron Sharing NIPS 2018
TETRIS: TilE-matching the TRemendous Irregular Sparsity NIPS 2018