conftrace_
← Application Areas
Machine Learning › Application Areas ›

Model Compression

1,718 papers

Papers per year

2
4
128
453
'10
'15
'20
'25

Papers

Efficient Sequence Learning with Group Recurrent Networks NAACL 2018
Reusing Weights in Subword-Aware Neural Language Models NAACL 2018
Binarized LSTM Language Model NAACL 2018
Smaller Text Classifiers with Discriminative Cluster Embeddings NAACL 2018
Net-Trim: Convex Pruning of Deep Neural Networks with Performance Guarantee NIPS 2017
Bayesian Compression for Deep Learning NIPS 2017
Soft-to-Hard Vector Quantization for End-to-End Learning Compressible Representations NIPS 2017
TernGrad: Ternary Gradients to Reduce Communication in Distributed Deep Learning NIPS 2017
Flexpoint: An Adaptive Numerical Format for Efficient Training of Deep Neural Networks NIPS 2017
Learning to Prune Deep Neural Networks via Layer-wise Optimal Brain Surgeon NIPS 2017
Weighted-Entropy-Based Quantization for Deep Neural Networks CVPR 2017
Speed/Accuracy Trade-Offs for Modern Convolutional Object Detectors CVPR 2017
On Compressing Deep Models by Low Rank and Sparse Decomposition CVPR 2017
ProtoNN: Compressed and Accurate kNN for Resource-scarce Devices ICML 2017
SplitNet: Learning to Semantically Split Deep Networks for Parameter Reduction and Model Parallelization ICML 2017
meProp: Sparsified Back Propagation for Accelerated Deep Learning with Reduced Overfitting ICML 2017
Beyond Filters: Compact Feature Map for Portable Deep Model ICML 2017
ZipML: Training Linear Models with End-to-End Low Precision, and a Little Bit of Deep Learning ICML 2017
Efficient Knowledge Distillation from an Ensemble of Teachers INTERSPEECH 2017
Recurrent Dropout without Memory Loss COLING 2016
Fast ConvNets Using Group-Wise Brain Damage CVPR 2016
Model Compression Applied to Small-Footprint Keyword Spotting INTERSPEECH 2016
On the Efficient Representation and Execution of Deep Acoustic Models INTERSPEECH 2016
Convex Regression with Interpretable Sharp Partitions JMLR 2016
Tensorizing Neural Networks NIPS 2015