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Model Compression

1674 directly classified papers

Papers per year

Papers

PEFTDiff: Diffusion-Guided Transferability Estimation for Parameter-Efficient Fine-Tuning ICCV 2025
QPruner: Probabilistic Decision Quantization for Structured Pruning in Large Language Models NAACL 2025
TRNAS: A Training-Free Robust Neural Architecture Search ICCV 2025
LVPruning: An Effective yet Simple Language-Guided Vision Token Pruning Approach for Multi-modal Large Language Models NAACL 2025
Parameter-Efficient Adaptation of Geospatial Foundation Models through Embedding Deflection ICCV 2025
MoLA: MoE LoRA with Layer-wise Expert Allocation NAACL 2025
Dropping Experts, Recombining Neurons: Retraining-Free Pruning for Sparse Mixture-of-Experts LLMs EMNLP 2025
Avoiding Copyright Infringement via Large Language Model Unlearning NAACL 2025
FAEDKV: Infinite-Window Fourier Transform for Unbiased KV Cache Compression EMNLP 2025
MLKV: Multi-Layer Key-Value Heads for Memory Efficient Transformer Decoding NAACL 2025
Sparsifying Mamba EMNLP 2025
RankAdaptor: Hierarchical Rank Allocation for Efficient Fine-Tuning Pruned LLMs via Performance Model NAACL 2025
A Pipeline to Assess Merging Methods via Behavior and Internals EMNLP 2025
As easy as PIE: understanding when pruning causes language models to disagree NAACL 2025
SpindleKV: A Novel KV Cache Reduction Method Balancing Both Shallow and Deep Layers ACL 2025
UNLEARN Efficient Removal of Knowledge in Large Language Models NAACL 2025
Localized Concept Erasure for Text-to-Image Diffusion Models Using Training-Free Gated Low-Rank Adaptation CVPR 2025
Unlocking the Potential of Lightweight Quantized Models for Deepfake Detection IJCAI 2025
Rethinking Removal Attack and Fingerprinting Defense for Model Intellectual Property Protection: A Frequency Perspective IJCAI 2025
Binary Event-Driven Spiking Transformer IJCAI 2025
EnergyCompress: A General Case Base Learning Strategy IJCAI 2025
Block Circulant Adapter for Large Language Models IJCAI 2025
Not All Layers of LLMs Are Necessary During Inference IJCAI 2025
Integrating Independent Layer-Wise Rank Selection with Low-Rank SVD Training for Model Compression: A Theory-Driven Approach IJCAI 2025
ESC: Erasing Space Concept for Knowledge Deletion CVPR 2025