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neural network compression

114 papers

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Also known as

NN

Co-occurring keywords

model compression (3283) neural network (6616) knowledge distillation (3680) model quantization (279) neural network pruning (265) neural network optimization (1293) model pruning (233) convolutional neural network (4216) transfer learning (5442) network pruning (183)

Papers

Data-Efficient Structured Pruning via Submodular Optimization NIPS 2022
Knowledge Distillation With the Reused Teacher Classifier CVPR 2022
Only Train Once: A One-Shot Neural Network Training And Pruning Framework NIPS 2021
Permute, Quantize, and Fine-Tune: Efficient Compression of Neural Networks CVPR 2021
Associative Convolutional Layers AISTATS 2021
Spectral Tensor Train Parameterization of Deep Learning Layers AISTATS 2021
Optimizing Information Theory Based Bitwise Bottlenecks for Efficient Mixed-Precision Activation Quantization AAAI 2021
Minimally Invasive Surgery for Sparse Neural Networks in Contrastive Manner CVPR 2021
Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks NIPS 2021
Weight Distillation: Transferring the Knowledge in Neural Network Parameters IJCNLP 2021
Composed Fine-Tuning: Freezing Pre-Trained Denoising Autoencoders for Improved Generalization ICML 2021
Densely Guided Knowledge Distillation Using Multiple Teacher Assistants ICCV 2021
Towards Mixed-Precision Quantization of Neural Networks via Constrained Optimization ICCV 2021
Exploration and Estimation for Model Compression ICCV 2021
TransTailor: Pruning the Pre-trained Model for Improved Transfer Learning AAAI 2021
Data-Free Knowledge Distillation with Soft Targeted Transfer Set Synthesis AAAI 2021
CHIP: CHannel Independence-based Pruning for Compact Neural Networks NIPS 2021
ScaleCert: Scalable Certified Defense against Adversarial Patches with Sparse Superficial Layers NIPS 2021
A Blind Block Term Decomposition of High Order Tensors AAAI 2021
Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples NIPS 2021
Accelerated Sparse Neural Training: A Provable and Efficient Method to Find N:M Transposable Masks NIPS 2021
Learning Compact Representations of Neural Networks using DiscriminAtive Masking (DAM) NIPS 2021
Channel Permutations for N:M Sparsity NIPS 2021
Scaling Up Exact Neural Network Compression by ReLU Stability NIPS 2021
Layer-Wise Neural Network Compression via Layer Fusion ACML 2021