conftrace_

structured pruning

95 papers

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SP

Co-occurring keywords

model compression (3302) knowledge distillation (3725) neural network optimization (1293) large language model (13587) neural network pruning (265) neural network (6616) model pruning (237) channel pruning (84) neural network compression (114) filter pruning (54)

Papers

Block Pruning For Faster Transformers EMNLP 2021
Learning Compact Representations of Neural Networks using DiscriminAtive Masking (DAM) NIPS 2021
NPAS: A Compiler-Aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration CVPR 2021
Only Train Once: A One-Shot Neural Network Training And Pruning Framework NIPS 2021
RED : Looking for Redundancies for Data-FreeStructured Compression of Deep Neural Networks NIPS 2021
Dirichlet Pruning for Convolutional Neural Networks AISTATS 2021
A Compression-Compilation Co-Design Framework Towards Real-Time Object Detection on Mobile Devices AAAI 2021
Structured Pruning of Large Language Models EMNLP 2020
PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-Time Execution on Mobile Devices AAAI 2020
FastFormers: Highly Efficient Transformer Models for Natural Language Understanding EMNLP 2020
Neuron-level Structured Pruning using Polarization Regularizer NIPS 2020
DARB: A Density-Adaptive Regular-Block Pruning for Deep Neural Networks AAAI 2020
AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates AAAI 2020
Pruning Redundant Mappings in Transformer Models via Spectral-Normalized Identity Prior EMNLP 2020
Accelerating Natural Language Understanding in Task-Oriented Dialog ACL 2020
Towards Optimal Structured CNN Pruning via Generative Adversarial Learning CVPR 2019
Auto-Sizing the Transformer Network: Improving Speed, Efficiency, and Performance for Low-Resource Machine Translation EMNLP 2019
EigenDamage: Structured Pruning in the Kronecker-Factored Eigenbasis ICML 2019
Structured Pruning of Neural Networks With Budget-Aware Regularization CVPR 2019
Structured Bayesian Pruning via Log-Normal Multiplicative Noise NIPS 2017