structured pruning

Probe Pruning: Accelerating LLMs through Dynamic Pruning via Model-Probing ICLR 2025 QPruner: Probabilistic Decision Quantization for Structured Pruning in Large Language Models NAACL 2025 QP-SNN: Quantized and Pruned Spiking Neural Networks ICLR 2025 Sample-aware Adaptive Structured Pruning for Large Language Models AAAI 2025 Scaling Down, Serving Fast: Compressing and Deploying Efficient LLMs for Recommendation Systems EMNLP 2025 SlimLLM: Accurate Structured Pruning for Large Language Models ICML 2025 SPvR: Structured Pruning via Ranking UAI 2025 Structural Pruning via Spatial-aware Information Redundancy for Semantic Segmentation AAAI 2025 Structured pruning for efficient systolic array accelerated cascade Speech-to-Text Translation Interspeech 2025 The Role of Outgoing Connection Heterogeneity in Feedforward Layers of Large Language Models EMNLP 2025 Toward Adaptive Large Language Models Structured Pruning via Hybrid-grained Weight Importance Assessment AAAI 2025 Unified Knowledge Maintenance Pruning and Progressive Recovery with Weight Recalling for Large Vision-Language Models AAAI 2025 Variance-Based Pruning for Accelerating and Compressing Trained Networks ICCV 2025 WINS: Winograd Structured Pruning for Fast Winograd Convolution ICCV 2025 Accurate Retraining-free Pruning for Pretrained Encoder-based Language Models ICLR 2024 BMRS: Bayesian Model Reduction for Structured Pruning NeurIPS 2024 DisCEdit: Model Editing by Identifying Discriminative Components NeurIPS 2024 Fluctuation-Based Adaptive Structured Pruning for Large Language Models AAAI 2024 Layer-Adaptive State Pruning for Deep State Space Models NeurIPS 2024 Lightweight Image Super-Resolution via Flexible Meta Pruning ICML 2024 LoRAPrune: Structured Pruning Meets Low-Rank Parameter-Efficient Fine-Tuning ACL 2024 LoRAP: Transformer Sub-Layers Deserve Differentiated Structured Compression for Large Language Models ICML 2024 Mitigating Overfitting in Structured Pruning of ASR Models with Gradient-Guided Parameter Regularization Interspeech 2024 MoPE-CLIP: Structured Pruning for Efficient Vision-Language Models with Module-wise Pruning Error Metric CVPR 2024 OSSCAR: One-Shot Structured Pruning in Vision and Language Models with Combinatorial Optimization ICML 2024