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Papers
Collaborative Multi-Mode Pruning for Vision-Language Models
CVPR 2026
FastFLUX: Pruning FLUX with Block-wise Replacement and Sandwich Training
AAAI 2026
FastLightGen: Fast and Light Video Generation with Fewer Steps and Parameters
CVPR 2026
RaPA: Enhancing Transferable Targeted Attacks via Random Parameter Pruning
CVPR 2026
Adaptive LoRA Merge with Parameter Pruning for Low-Resource Generation
ACL 2025
ATP: Adaptive Threshold Pruning for Efficient Data Encoding in Quantum Neural Networks
CVPR 2025
EAC-MoE: Expert-Selection Aware Compressor for Mixture-of-Experts Large Language Models
ACL 2025
ImPart: Importance-Aware Delta-Sparsification for Improved Model Compression and Merging in LLMs
ACL 2025
ITP: Instance-Aware Test Pruning for Out-of-Distribution Detection
AAAI 2025
Large Language Models Are Overparameterized Text Encoders
NAACL 2025
LoRA-drop: Efficient LoRA Parameter Pruning based on Output Evaluation
COLING 2025
Math Neurosurgery: Isolating Language Models’ Math Reasoning Abilities Using Only Forward Passes
ACL 2025
Mitigating Catastrophic Forgetting in Large Language Models with Forgetting-aware Pruning
EMNLP 2025
MSQ: Memory-Efficient Bit Sparsification Quantization
ICCV 2025
Numerical Pruning for Efficient Autoregressive Models
AAAI 2025
One-for-All Pruning: A Universal Model for Customized Compression of Large Language Models
ACL 2025
Optimizing Trajectory Matching Distillation via Parameter Difference-Driven Pruning
ACML 2025
Pruning General Large Language Models into Customized Expert Models
ACL 2025
SparseWAV: Fast and Accurate One-Shot Unstructured Pruning for Large Speech Foundation Models
Interspeech 2024
tinyCLAP: Distilling Constrastive Language-Audio Pretrained Models
Interspeech 2024
Uncovering the Redundancy in Graph Self-supervised Learning Models
NeurIPS 2024
Continual Learning for Multilingual Neural Machine Translation via Dual Importance-based Model Division
EMNLP 2023
DepGraph: Towards Any Structural Pruning
CVPR 2023
Dynamic and Efficient Inference for Text Generation via BERT Family
ACL 2023
EfficientVLM: Fast and Accurate Vision-Language Models via Knowledge Distillation and Modal-adaptive Pruning
ACL 2023