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Neural Network Compression

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Showing 151–175 of 193 papers

TitleStatusHype
Deep convolutional neural network compression via coupled tensor decompositionCode0
DeepCABAC: A Universal Compression Algorithm for Deep Neural NetworksCode0
Weightless: Lossy Weight Encoding For Deep Neural Network CompressionCode0
Efficient CNN-LSTM based Image Captioning using Neural Network CompressionCode0
Heavy Tails in SGD and Compressibility of Overparametrized Neural NetworksCode0
MUSCO: Multi-Stage Compression of neural networksCode0
StrassenNets: Deep Learning with a Multiplication BudgetCode0
Parallel Blockwise Knowledge Distillation for Deep Neural Network CompressionCode0
Implicit Compressibility of Overparametrized Neural Networks Trained with Heavy-Tailed SGDCode0
Improving Neural Network Quantization without Retraining using Outlier Channel SplittingCode0
Forward and Backward Information Retention for Accurate Binary Neural NetworksCode0
Dirichlet Pruning for Neural Network CompressionCode0
Joint Matrix Decomposition for Deep Convolutional Neural Networks CompressionCode0
Few Sample Knowledge Distillation for Efficient Network CompressionCode0
Language Models as Zero-shot Lossless Gradient Compressors: Towards General Neural Parameter Prior ModelsCode0
Focused Quantization for Sparse CNNsCode0
Towards Compact CNNs via Collaborative CompressionCode0
Learning Sparse Networks Using Targeted DropoutCode0
Automatic Neural Network Compression by Sparsity-Quantization Joint Learning: A Constrained Optimization-based ApproachCode0
Differentiable Fine-grained Quantization for Deep Neural Network CompressionCode0
A Closer Look at Structured Pruning for Neural Network CompressionCode0
DeepSZ: A Novel Framework to Compress Deep Neural Networks by Using Error-Bounded Lossy CompressionCode0
COP: Customized Deep Model Compression via Regularized Correlation-Based Filter-Level PruningCode0
Magnitude and Similarity based Variable Rate Filter Pruning for Efficient Convolution Neural NetworksCode0
Causal-DFQ: Causality Guided Data-free Network QuantizationCode0
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