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

Lightweight Thermal Super-Resolution and Object Detection for Robust Perception in Adverse Weather Conditions WACV 2024

AmoebaLLM: Constructing Any-Shape Large Language Models for Efficient and Instant Deployment NIPS 2024

Pruning From Scratch via Shared Pruning Module and Nuclear Norm-Based Regularization WACV 2024

Backdoor Defense via Test-Time Detecting and Repairing CVPR 2024

Finding Task-specific Subnetworks in Multi-task Spoken Language Understanding Model INTERSPEECH 2024

On the Impact of Calibration Data in Post-training Quantization and Pruning ACL 2024

Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks using the Marginal Likelihood NIPS 2024

Finding Lottery Tickets in Vision Models via Data-driven Spectral Foresight Pruning CVPR 2024

AlphaPruning: Using Heavy-Tailed Self Regularization Theory for Improved Layer-wise Pruning of Large Language Models NIPS 2024

Pruning is Optimal for Learning Sparse Features in High-Dimensions COLT 2024

FedMef: Towards Memory-efficient Federated Dynamic Pruning CVPR 2024

Rethinking Pruning Large Language Models: Benefits and Pitfalls of Reconstruction Error Minimization EMNLP 2024

Device-Wise Federated Network Pruning CVPR 2024

Is C4 Dataset Optimal for Pruning? An Investigation of Calibration Data for LLM Pruning EMNLP 2024

Sparsity-Accelerated Training for Large Language Models ACL 2024

BiasWipe: Mitigating Unintended Bias in Text Classifiers through Model Interpretability EMNLP 2024

S-STE: Continuous Pruning Function for Efficient 2:4 Sparse Pre-training NIPS 2024

Unveiling and Mitigating Backdoor Vulnerabilities based on Unlearning Weight Changes and Backdoor Activeness NIPS 2024

LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse Kernels CVPR 2024

MaxQ: Multi-Axis Query for N:M Sparsity Network CVPR 2024

NeuroPrune: A Neuro-inspired Topological Sparse Training Algorithm for Large Language Models ACL 2024

LoRAPrune: Structured Pruning Meets Low-Rank Parameter-Efficient Fine-Tuning ACL 2024

SequentialAttention++ for Block Sparsification: Differentiable Pruning Meets Combinatorial Optimization NIPS 2024

Layer-Adaptive State Pruning for Deep State Space Models NIPS 2024

Once for Both: Single Stage of Importance and Sparsity Search for Vision Transformer Compression CVPR 2024