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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

Fast as CHITA: Neural Network Pruning with Combinatorial Optimization ICML 2023
Balanced Training for Sparse GANs NIPS 2023
Efficient Distributed Inference of Deep Neural Networks via Restructuring and Pruning AAAI 2023
Sharpness-Aware Minimization Leads to Low-Rank Features NIPS 2023
SD-Conv: Towards the Parameter-Efficiency of Dynamic Convolution WACV 2023
Bi-directional Masks for Efficient N:M Sparse Training ICML 2023
LOFT: Finding Lottery Tickets through Filter-wise Training AISTATS 2023
STEP: Learning N:M Structured Sparsity Masks from Scratch with Precondition ICML 2023
EfficientVLM: Fast and Accurate Vision-Language Models via Knowledge Distillation and Modal-adaptive Pruning ACL 2023
Dynamic Sparse Training for Deep Reinforcement Learning IJCAI 2022
Coarsening the Granularity: Towards Structurally Sparse Lottery Tickets ICML 2022
PLATON: Pruning Large Transformer Models with Upper Confidence Bound of Weight Importance ICML 2022
A Study on the Ramanujan Graph Property of Winning Lottery Tickets ICML 2022
Forget-free Continual Learning with Winning Subnetworks ICML 2022
The State of Sparse Training in Deep Reinforcement Learning ICML 2022
Resilient and Communication Efficient Learning for Heterogeneous Federated Systems ICML 2022
Federated Pruning: Improving Neural Network Efficiency with Federated Learning INTERSPEECH 2022
Dynamic Kernel Selection for Improved Generalization and Memory Efficiency in Meta-Learning CVPR 2022
Diverse Lottery Tickets Boost Ensemble from a Single Pretrained Model ACL 2022
The Combinatorial Brain Surgeon: Pruning Weights That Cancel One Another in Neural Networks ICML 2022
Neural Network Pruning Denoises the Features and Makes Local Connectivity Emerge in Visual Tasks ICML 2022
Aligned Weight Regularizers for Pruning Pretrained Neural Networks ACL 2022
PAC-Net: A Model Pruning Approach to Inductive Transfer Learning ICML 2022
EPIC TTS Models: Empirical Pruning Investigations Characterizing Text-To-Speech Models INTERSPEECH 2022
Finding Nearly Everything within Random Binary Networks AISTATS 2022