conftrace_

layer-wise pruning

14 papers

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Co-occurring keywords

model compression (3302) model pruning (237) neural network pruning (265) large language model (13587) structured pruning (95) optimal brain surgeon (6) vision-language model (2348) efficient computing (781) spectral density (13) supernet training (26)

Papers

Two-Stage Regularization-Based Structured Pruning for LLMs ACL 2026
Efficient Knowledge Deletion from Trained Models Through Layer-wise Partial Machine Unlearning JMLR 2025
SURGEON: Memory-Adaptive Fully Test-Time Adaptation via Dynamic Activation Sparsity CVPR 2025
FISTAPruner: Layer-wise Post-training Pruning for Large Language Models EMNLP 2025
Activating Distributed Visual Region within LLMs for Efficient and Effective Vision-Language Training and Inference ACL 2025
ATP-LLaVA: Adaptive Token Pruning for Large Vision Language Models CVPR 2025
AlphaPruning: Using Heavy-Tailed Self Regularization Theory for Improved Layer-wise Pruning of Large Language Models NIPS 2024
Dynamic Encoder Size Based on Data-Driven Layer-wise Pruning for Speech Recognition INTERSPEECH 2024
SlimGPT: Layer-wise Structured Pruning for Large Language Models NIPS 2024
X-Pruner: eXplainable Pruning for Vision Transformers CVPR 2023
AutoLR: Layer-wise Pruning and Auto-tuning of Learning Rates in Fine-tuning of Deep Networks AAAI 2021
Layer-wise Model Pruning based on Mutual Information EMNLP 2021
Optimization based Layer-wise Magnitude-based Pruning for DNN Compression IJCAI 2018
Learning to Prune Deep Neural Networks via Layer-wise Optimal Brain Surgeon NIPS 2017