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Model Compression

1,718 papers

Papers per year

2
4
128
453
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Papers

Structured Transforms for Small-Footprint Deep Learning NIPS 2015
Sparse Convolutional Neural Networks CVPR 2015
Is Feature Selection Secure against Training Data Poisoning? ICML 2015
Multi-Step Stochastic ADMM in High Dimensions: Applications to Sparse Optimization and Matrix Decomposition NIPS 2014
Do Deep Nets Really Need to be Deep? NIPS 2014
Stochastic Neighbor Compression ICML 2014
Decision Jungles: Compact and Rich Models for Classification NIPS 2013
Predicting Parameters in Deep Learning NIPS 2013
Fast Template Evaluation with Vector Quantization NIPS 2013
Learning Adaptive Value of Information for Structured Prediction NIPS 2013
Offline Mobile Instance Retrieval with a Small Memory Footprint ICCV 2013
Safe Screening of Non-Support Vectors in Pathwise SVM Computation ICML 2013
PiCoDes: Learning a Compact Code for Novel-Category Recognition NIPS 2011
Approximate Model Selection for Large Scale LSSVM ACML 2011
Collaborative Filtering on a Budget AISTATS 2010
Incremental Sparsification for Real-time Online Model Learning AISTATS 2010
Support Vector Machines on a Budget NIPS 2006
Building Support Vector Machines with Reduced Classifier Complexity JMLR 2006