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layer pruning

29 papers

Papers

AfriNLLB: Efficient Translation Models for African Languages EACL 2026 DFD-HR: Generalizable Deepfake Detection via Hierarchical Routing Learning CVPR 2026 Prune&Comp: Free Lunch for Layer-Pruned LLMs via Iterative Pruning with Magnitude Compensation AAAI 2026 DaMoC: Efficiently Selecting the Optimal Large Language Model for Fine-tuning Domain Tasks Based on Data and Model Compression EMNLP 2025 Efficient Speech Translation through Model Compression and Knowledge Distillation ACL 2025 GRASP: Replace Redundant Layers with Adaptive Singular Parameters for Efficient Model Compression EMNLP 2025 IG-Pruning: Input-Guided Block Pruning for Large Language Models EMNLP 2025 Importance-Guided Interpretability and Pruning for Video Transformers in Driver Action Recognition WACV 2025 InDistill: Information Flow-Preserving Knowledge Distillation for Model Compression WACV 2025 Iterative Layer Pruning for Efficient Translation Inference EMNLP 2025 Large Language Models Are Overparameterized Text Encoders NAACL 2025 Not All Layers of LLMs Are Necessary During Inference IJCAI 2025 Persistent Topological Features in Large Language Models ICML 2025 PruneCD: Contrasting Pruned Self Model to Improve Decoding Factuality EMNLP 2025 Pruning All-Rounder: Rethinking and Improving Inference Efficiency for Large Vision Language Models ICCV 2025 ShortGPT: Layers in Large Language Models are More Redundant Than You Expect ACL 2025 SkipGPT: Each Token is One of a Kind ICML 2025 Streamlining Redundant Layers to Compress Large Language Models ICLR 2025 The Unreasonable Ineffectiveness of the Deeper Layers ICLR 2025 TinyFusion: Diffusion Transformers Learned Shallow CVPR 2025 LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging ICML 2024 Sheared LLaMA: Accelerating Language Model Pre-training via Structured Pruning ICLR 2024 Your Transformer is Secretly Linear ACL 2024 A Metric-Driven Approach to Conformer Layer Pruning for Efficient ASR Inference Interspeech 2023 CoMFLP: Correlation Measure Based Fast Search on ASR Layer Pruning Interspeech 2023