← Application Areas
Machine Learning › Application Areas ›

Model Compression

1503 directly classified papers

Papers per year

Papers

Spectral Pruning: Compressing Deep Neural Networks via Spectral Analysis and its Generalization Error IJCAI 2020
Training Binary Neural Networks using the Bayesian Learning Rule ICML 2020
Up or Down? Adaptive Rounding for Post-Training Quantization ICML 2020
Bayesian Sparsification of Deep C-valued Networks ICML 2020
Pruning Filter in Filter NIPS 2020
Fast, Accurate, and Simple Models for Tabular Data via Augmented Distillation NIPS 2020
Beyond Network Pruning: a Joint Search-and-Training Approach IJCAI 2020
Local Binary Pattern Networks WACV 2020
Channel Pruning Guided by Classification Loss and Feature Importance AAAI 2020
High Performance Depthwise and Pointwise Convolutions on Mobile Devices AAAI 2020
Harmonious Coexistence of Structured Weight Pruning and Ternarization for Deep Neural Networks AAAI 2020
Reborn Filters: Pruning Convolutional Neural Networks with Limited Data AAAI 2020
DeGAN: Data-Enriching GAN for Retrieving Representative Samples from a Trained Classifier AAAI 2020
Indirect Stochastic Gradient Quantization and Its Application in Distributed Deep Learning AAAI 2020
Bayesian Bits: Unifying Quantization and Pruning NIPS 2020
Structured Convolutions for Efficient Neural Network Design NIPS 2020
Robust Quantization: One Model to Rule Them All NIPS 2020
Reverse-engineering recurrent neural network solutions to a hierarchical inference task for mice NIPS 2020
Efficient Verification of ReLU-Based Neural Networks via Dependency Analysis AAAI 2020
Training Decision Trees as Replacement for Convolution Layers AAAI 2020
Learning Student Networks with Few Data AAAI 2020
Neural Inheritance Relation Guided One-Shot Layer Assignment Search AAAI 2020
Regional Tree Regularization for Interpretability in Deep Neural Networks AAAI 2020
Light Multi-Segment Activation for Model Compression AAAI 2020
Towards Accurate Low Bit-Width Quantization with Multiple Phase Adaptations AAAI 2020