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Model Compression

1,718 papers

Papers per year

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128
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Papers

CLIP-Q: Deep Network Compression Learning by In-Parallel Pruning-Quantization CVPR 2018
“Learning-Compression” Algorithms for Neural Net Pruning CVPR 2018
BlockDrop: Dynamic Inference Paths in Residual Networks CVPR 2018
Wide Compression: Tensor Ring Nets CVPR 2018
Explicit Loss-Error-Aware Quantization for Low-Bit Deep Neural Networks CVPR 2018
Compact Personalized Models for Neural Machine Translation EMNLP 2018
Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling EMNLP 2018
Compare, Compress and Propagate: Enhancing Neural Architectures with Alignment Factorization for Natural Language Inference EMNLP 2018
WSNet: Compact and Efficient Networks Through Weight Sampling ICML 2018
Towards Binary-Valued Gates for Robust LSTM Training ICML 2018
Learning Compact Neural Networks with Regularization ICML 2018
DCFNet: Deep Neural Network with Decomposed Convolutional Filters ICML 2018
Approximation Algorithms for Cascading Prediction Models ICML 2018
Adversarial Distillation of Bayesian Neural Network Posteriors ICML 2018
Deep k-Means: Re-Training and Parameter Sharing with Harder Cluster Assignments for Compressing Deep Convolutions ICML 2018
SSR-Net: A Compact Soft Stagewise Regression Network for Age Estimation IJCAI 2018
Cuckoo Feature Hashing: Dynamic Weight Sharing for Sparse Analytics IJCAI 2018
Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks IJCAI 2018
Network Approximation using Tensor Sketching IJCAI 2018
On Robust Trimming of Bayesian Network Classifiers IJCAI 2018
Boosting Combinatorial Problem Modeling with Machine Learning IJCAI 2018
On the Application and Compression of Deep Time Delay Neural Network for Embedded Statistical Parametric Speech Synthesis INTERSPEECH 2018
Investigation on Bandwidth Extension for Speaker Recognition INTERSPEECH 2018
Inference-Invariant Transformation of Batch Normalization for Domain Adaptation of Acoustic Models INTERSPEECH 2018
Semi-Orthogonal Low-Rank Matrix Factorization for Deep Neural Networks INTERSPEECH 2018