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Neural Network Compression

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Showing 151–193 of 193 papers

TitleStatusHype
Efficient CNN-LSTM based Image Captioning using Neural Network CompressionCode0
Heavy Tails in SGD and Compressibility of Overparametrized Neural NetworksCode0
Dirichlet Pruning for Neural Network CompressionCode0
Neural Network Compression of ACAS Xu Early Prototype is Unsafe: Closed-Loop Verification through Quantized State BackreachabilityCode0
Differentiable Fine-grained Quantization 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
A Closer Look at Structured 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
DeepSZ: A Novel Framework to Compress Deep Neural Networks by Using Error-Bounded Lossy CompressionCode0
Learning Sparse Networks Using Targeted DropoutCode0
Automatic Neural Network Compression by Sparsity-Quantization Joint Learning: A Constrained Optimization-based ApproachCode0
Teacher-Class Network: A Neural Network Compression MechanismCode0
Characterising Across-Stack Optimisations for Deep Convolutional Neural NetworksCode0
Variation Spaces for Multi-Output Neural Networks: Insights on Multi-Task Learning and Network CompressionCode0
Additive Tree-Structured Conditional Parameter Spaces in Bayesian Optimization: A Novel Covariance Function and a Fast ImplementationCode0
Magnitude and Similarity based Variable Rate Filter Pruning for Efficient Convolution Neural NetworksCode0
Efficient Neural Network CompressionCode0
Minimal Random Code Learning: Getting Bits Back from Compressed Model ParametersCode0
Deep Neural Network Compression with Single and Multiple Level QuantizationCode0
Revisiting Random Channel Pruning for Neural Network CompressionCode0
Deep Neural Network Compression for Image Classification and Object DetectionCode0
Weightless: Lossy Weight Encoding For Deep Neural Network CompressionCode0
Scaling Up Exact Neural Network Compression by ReLU StabilityCode0
XNOR-Net++: Improved Binary Neural NetworksCode0
Certified Neural Approximations of Nonlinear DynamicsCode0
Similarity-Preserving Knowledge DistillationCode0
ECC: Platform-Independent Energy-Constrained Deep Neural Network Compression via a Bilinear Regression ModelCode0
torchdistill: A Modular, Configuration-Driven Framework for Knowledge DistillationCode0
Soft Weight-Sharing for Neural Network CompressionCode0
Adaptive Distillation: Aggregating Knowledge from Multiple Paths for Efficient DistillationCode0
spred: Solving L_1 Penalty with SGDCode0
Towards Compact CNNs via Collaborative CompressionCode0
Deep convolutional neural network compression via coupled tensor decompositionCode0
Diversity Networks: Neural Network Compression Using Determinantal Point ProcessesCode0
DeepCABAC: A Universal Compression Algorithm for Deep Neural NetworksCode0
Neural Network Compression Using Higher-Order Statistics and AuxiliaryReconstruction LossesCode0
Causal-DFQ: Causality Guided Data-free Network QuantizationCode0
StrassenNets: Deep Learning with a Multiplication BudgetCode0
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