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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