conftrace_

structured pruning

95 papers

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SP

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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

Iterative Structured Pruning for Large Language Models with Multi-Domain Calibration EACL 2026
GRASPrune: Global Gating for Budgeted Structured Pruning of Large Language Models ACL 2026
SepPrune: Structured Pruning for Efficient Deep Speech Separation AAAI 2026
Two-Stage Regularization-Based Structured Pruning for LLMs ACL 2026
Crash2DocAI: Automated Integration of Post-Crash Car Part Images into Technical Reports WACV 2026
Improving Generalization in LLM Structured Pruning via Function-Aware Neuron Grouping AAAI 2026
OCP: Outlier-Centric Probing for Dynamic Structured Pruning of LLMs ACL 2026
From Local to Global: Revisiting Structured Pruning Paradigms for Large Language Models ACL 2026
One-Cycle Structured Pruning via Stability-Driven Subnetwork Search WACV 2026
On Multilingual Encoder Language Model Compression for Low-Resource Languages AACL 2025
CFSP: An Efficient Structured Pruning Framework for LLMs with Coarse-to-Fine Activation Information COLING 2025
Scaling Down, Serving Fast: Compressing and Deploying Efficient LLMs for Recommendation Systems EMNLP 2025
DRPruning: Efficient Large Language Model Pruning through Distributionally Robust Optimization ACL 2025
On Multilingual Encoder Language Model Compression for Low-Resource Languages IJCNLP 2025
QPruner: Probabilistic Decision Quantization for Structured Pruning in Large Language Models NAACL 2025
Automatic Joint Structured Pruning and Quantization for Efficient Neural Network Training and Compression CVPR 2025
Unified Knowledge Maintenance Pruning and Progressive Recovery with Weight Recalling for Large Vision-Language Models AAAI 2025
Efficient One-shot Compression via Low-Rank Local Feature Distillation NAACL 2025
Sample-aware Adaptive Structured Pruning for Large Language Models AAAI 2025
Structural Pruning via Spatial-aware Information Redundancy for Semantic Segmentation AAAI 2025
GAP: a Global Adaptive Pruning Method for Large Language Models EMNLP 2025
The Role of Outgoing Connection Heterogeneity in Feedforward Layers of Large Language Models EMNLP 2025
BlockPruner: Fine-grained Pruning for Large Language Models ACL 2025
Variance-Based Pruning for Accelerating and Compressing Trained Networks ICCV 2025
WINS: Winograd Structured Pruning for Fast Winograd Convolution ICCV 2025