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neural network pruning

265 papers

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Also known as

NNP

Co-occurring keywords

model compression (3283) lottery ticket hypothesis (103) model pruning (233) network pruning (183) sparse training (77) neural network optimization (1293) neural network (6616) knowledge distillation (3680) weight pruning (57) large language model (12755)

Papers

When BERT Plays the Lottery, All Tickets Are Winning EMNLP 2020
Supermasks in Superposition NIPS 2020
Greedy Optimization Provably Wins the Lottery: Logarithmic Number of Winning Tickets is Enough NIPS 2020
Learning Sparse Neural Networks for Better Generalization IJCAI 2020
Directional Pruning of Deep Neural Networks NIPS 2020
Plug-in, Trainable Gate for Streamlining Arbitrary Neural Networks AAAI 2020
Logarithmic Pruning is All You Need NIPS 2020
TRP: Trained Rank Pruning for Efficient Deep Neural Networks IJCAI 2020
Few Shot Network Compression via Cross Distillation AAAI 2020
Layerwise Sparse Coding for Pruned Deep Neural Networks with Extreme Compression Ratio AAAI 2020
PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-Time Execution on Mobile Devices AAAI 2020
Pruning from Scratch AAAI 2020
DropNet: Reducing Neural Network Complexity via Iterative Pruning ICML 2020
Neural Rejuvenation: Improving Deep Network Training by Enhancing Computational Resource Utilization CVPR 2019
On Implicit Filter Level Sparsity in Convolutional Neural Networks CVPR 2019
A Main/Subsidiary Network Framework for Simplifying Binary Neural Networks CVPR 2019
One ticket to win them all: generalizing lottery ticket initializations across datasets and optimizers NIPS 2019
Importance Estimation for Neural Network Pruning CVPR 2019
Rate Distortion For Model Compression:From Theory To Practice ICML 2019
Accelerated Inference Framework of Sparse Neural Network Based on Nested Bitmask Structure IJCAI 2019
AutoPrune: Automatic Network Pruning by Regularizing Auxiliary Parameters NIPS 2019
Approximated Oracle Filter Pruning for Destructive CNN Width Optimization ICML 2019
Deconstructing Lottery Tickets: Zeros, Signs, and the Supermask NIPS 2019
Cooperative Pruning in Cross-Domain Deep Neural Network Compression IJCAI 2019
Balanced Sparsity for Efficient DNN Inference on GPU AAAI 2019