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model pruning

237 papers

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Co-occurring keywords

model compression (3302) knowledge distillation (3725) neural network pruning (265) large language model (13587) lottery ticket hypothesis (104) neural network optimization (1293) transfer learning (5449) network pruning (183) neural network (6616) model quantization (281)

Papers

As easy as PIE: understanding when pruning causes language models to disagree NAACL 2025
BadWindtunnel: Defending Backdoor in High-noise Simulated Training with Confidence Variance ACL 2025
Activating Distributed Visual Region within LLMs for Efficient and Effective Vision-Language Training and Inference ACL 2025
On Pruning State-Space LLMs EMNLP 2025
Pruning Large Language Models with Semi-Structural Adaptive Sparse Training AAAI 2025
Exploring Activation Patterns of Parameters in Language Models AAAI 2025
TinySubNets: An Efficient and Low Capacity Continual Learning Strategy AAAI 2025
LoRA Unlearns More and Retains More (Student Abstract) AAAI 2025
Mobile Video Diffusion ICCV 2025
Pruning All-Rounder: Rethinking and Improving Inference Efficiency for Large Vision Language Models ICCV 2025
The Impact of Inference Acceleration on Bias of LLMs NAACL 2025
GliaNet: Adaptive Neural Network Structure Learning with Glia-Driven CVPR 2025
Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments EMNLP 2025
Multilingual Iterative Model Pruning: What Matters? AACL 2025
Toward Inclusive Language Models: Sparsity-Driven Calibration for Systematic and Interpretable Mitigation of Social Biases in LLMs EMNLP 2025
Enhancing One-Shot Pruned Pre-trained Language Models through Sparse-Dense-Sparse Mechanism COLING 2025
EfficientLLaVA: Generalizable Auto-Pruning for Large Vision-language Models CVPR 2025
Swallowing the Poison Pills: Insights from Vulnerability Disparity Among LLMs IJCNLP 2025
One-for-All Pruning: A Universal Model for Customized Compression of Large Language Models ACL 2025
DiP-GO: A Diffusion Pruner via Few-step Gradient Optimization NIPS 2024
DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices NIPS 2024
Data-Informed Global Sparseness in Attention Mechanisms for Deep Neural Networks COLING 2024
MaxQ: Multi-Axis Query for N:M Sparsity Network CVPR 2024
AlterMOMA: Fusion Redundancy Pruning for Camera-LiDAR Fusion Models with Alternative Modality Masking NIPS 2024
Learn it or Leave it: Module Composition and Pruning for Continual Learning ACL 2024