neural network pruning

Pruning General Large Language Models into Customized Expert Models ACL 2025 Random Pruning Over-parameterized Neural Networks Can Improve Generalization: A Training Dynamics Analysis JMLR 2025 Sheaf Discovery with Joint Computation Graph Pruning and Flexible Granularity EMNLP 2025 The Journey Matters: Average Parameter Count over Pre-training Unifies Sparse and Dense Scaling Laws ICLR 2025 TinyFusion: Diffusion Transformers Learned Shallow CVPR 2025 Toward Adaptive Large Language Models Structured Pruning via Hybrid-grained Weight Importance Assessment AAAI 2025 Variance-Based Pruning for Accelerating and Compressing Trained Networks ICCV 2025 Visual Prompting Upgrades Neural Network Sparsification: A Data-Model Perspective AAAI 2025 AlphaPruning: Using Heavy-Tailed Self Regularization Theory for Improved Layer-wise Pruning of Large Language Models NeurIPS 2024 AmoebaLLM: Constructing Any-Shape Large Language Models for Efficient and Instant Deployment NeurIPS 2024 Backdoor Defense via Test-Time Detecting and Repairing CVPR 2024 BiasWipe: Mitigating Unintended Bias in Text Classifiers through Model Interpretability EMNLP 2024 Device-Wise Federated Network Pruning CVPR 2024 Dynamic Sparse Training with Structured Sparsity ICLR 2024 Enhancing Distantly Supervised Named Entity Recognition with Strong Label Guided Lottery Training COLING 2024 FedMef: Towards Memory-efficient Federated Dynamic Pruning CVPR 2024 Finding Lottery Tickets in Vision Models via Data-driven Spectral Foresight Pruning CVPR 2024 Finding Task-specific Subnetworks in Multi-task Spoken Language Understanding Model Interspeech 2024 Global-Pruner: A Stable and Efficient Pruner for Retraining-Free Pruning of Encoder-Based Language Models CoNLL 2024 Going Beyond Neural Network Feature Similarity: The Network Feature Complexity and Its Interpretation Using Category Theory ICLR 2024 Hypothesis Testing the Circuit Hypothesis in LLMs NeurIPS 2024 Is C4 Dataset Optimal for Pruning? An Investigation of Calibration Data for LLM Pruning EMNLP 2024 Layer-Adaptive State Pruning for Deep State Space Models NeurIPS 2024 Lightweight Thermal Super-Resolution and Object Detection for Robust Perception in Adverse Weather Conditions WACV 2024 Linguistic Fingerprint in Transformer Models: How Language Variation Influences Parameter Selection in Irony Detection COLING 2024