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structural pruning

18 papers

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Co-occurring keywords

model compression (3302) large language model (13587) neural network optimization (1293) flops reduction (50) knowledge distillation (3725) parameter reduction (97) parameter pruning (39) parameter efficiency (417) filter pruning (54) neural network pruning (265)

Papers

PAT: Pruning-Aware Tuning for Large Language Models AAAI 2025
Numerical Pruning for Efficient Autoregressive Models AAAI 2025
RankAdaptor: Hierarchical Rank Allocation for Efficient Fine-Tuning Pruned LLMs via Performance Model NAACL 2025
Bypass Back-propagation: Optimization-based Structural Pruning for Large Language Models via Policy Gradient ACL 2025
MosaicDiff: Training-free Structural Pruning for Diffusion Model Acceleration Reflecting Pretraining Dynamics ICCV 2025
Jointly Training and Pruning CNNs via Learnable Agent Guidance and Alignment CVPR 2024
DISP-LLM: Dimension-Independent Structural Pruning for Large Language Models NIPS 2024
Integral Neural Networks CVPR 2023
Memory-Oriented Structural Pruning for Efficient Image Restoration AAAI 2023
Global Vision Transformer Pruning With Hessian-Aware Saliency CVPR 2023
LLM-Pruner: On the Structural Pruning of Large Language Models NIPS 2023
DepGraph: Towards Any Structural Pruning CVPR 2023
Structural Pruning via Latency-Saliency Knapsack NIPS 2022
When To Prune? A Policy Towards Early Structural Pruning CVPR 2022
Accelerated Sparse Neural Training: A Provable and Efficient Method to Find N:M Transposable Masks NIPS 2021
Discrete Model Compression With Resource Constraint for Deep Neural Networks CVPR 2020
Importance Estimation for Neural Network Pruning CVPR 2019
TETRIS: TilE-matching the TRemendous Irregular Sparsity NIPS 2018