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

Unified Knowledge Maintenance Pruning and Progressive Recovery with Weight Recalling for Large Vision-Language Models AAAI 2025
On Multilingual Encoder Language Model Compression for Low-Resource Languages AACL 2025
On Multilingual Encoder Language Model Compression for Low-Resource Languages IJCNLP 2025
Torque Based Structured Pruning for Deep Neural Network WACV 2024
Mitigating Overfitting in Structured Pruning of ASR Models with Gradient-Guided Parameter Regularization INTERSPEECH 2024
BMRS: Bayesian Model Reduction for Structured Pruning NIPS 2024
Structured Optimal Brain Pruning for Large Language Models EMNLP 2024
SlimGPT: Layer-wise Structured Pruning for Large Language Models NIPS 2024
Towards Better Structured Pruning Saliency by Reorganizing Convolution WACV 2024
LoRAPrune: Structured Pruning Meets Low-Rank Parameter-Efficient Fine-Tuning ACL 2024
Partial Binarization of Neural Networks for Budget-Aware Efficient Learning WACV 2024
Pruning Large Language Models to Intra-module Low-rank Architecture with Transitional Activations ACL 2024
Pruning before Fine-tuning: A Retraining-free Compression Framework for Pre-trained Language Models COLING 2024
SequentialAttention++ for Block Sparsification: Differentiable Pruning Meets Combinatorial Optimization NIPS 2024
MoPE-CLIP: Structured Pruning for Efficient Vision-Language Models with Module-wise Pruning Error Metric CVPR 2024
Structured Pruning for Large Language Models Using Coupled Components Elimination and Minor Fine-tuning NAACL 2024
Fluctuation-Based Adaptive Structured Pruning for Large Language Models AAAI 2024
Streamlining Speech Enhancement DNNs: an Automated Pruning Method Based on Dependency Graph with Advanced Regularized Loss Strategies INTERSPEECH 2024
Layer-Adaptive State Pruning for Deep State Space Models NIPS 2024
DisCEdit: Model Editing by Identifying Discriminative Components NIPS 2024
NASH: A Simple Unified Framework of Structured Pruning for Accelerating Encoder-Decoder Language Models EMNLP 2023
Gradient-Free Structured Pruning with Unlabeled Data ICML 2023
Unified Data-Free Compression: Pruning and Quantization without Fine-Tuning ICCV 2023
Automatic Attention Pruning: Improving and Automating Model Pruning using Attentions AISTATS 2023
Polynomially Over-Parameterized Convolutional Neural Networks Contain Structured Strong Winning Lottery Tickets NIPS 2023