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Model Compression

1674 directly classified papers

Papers per year

Papers

Efficient Vocabulary Reduction for Small Language Models COLING 2025
VFM-Adapter: Adapting Visual Foundation Models for Dense Prediction with Dynamic Hybrid Operation Mapping AAAI 2025
AAIG at GenAI Detection Task 1: Exploring Syntactically-Aware, Resource-Efficient Small Autoregressive Decoders for AI Content Detection COLING 2025
Rethinking Removal Attack and Fingerprinting Defense for Model Intellectual Property Protection: A Frequency Perspective IJCAI 2025
Qua2SeDiMo: Quantifiable Quantization Sensitivity of Diffusion Models AAAI 2025
Privacy-Preserving Low-Rank Adaptation Against Membership Inference Attacks for Latent Diffusion Models AAAI 2025
FT-MDT: Extracting Decision Trees from Medical Texts via a Novel Low-rank Adaptation Method EMNLP 2025
Knowledge Distillation for Learned Image Compression ICCV 2025
Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping ICCV 2025
GradQ-ViT: Robust and Efficient Gradient Quantization for Vision Transformers AAAI 2025
Inference-Time Diffusion Model Distillation ICCV 2025
Memory-Efficient Generative Models via Product Quantization ICCV 2025
Lightweight and Fast Real-time Image Enhancement via Decomposition of the Spatial-aware Lookup Tables ICCV 2025
MosaicDiff: Training-free Structural Pruning for Diffusion Model Acceleration Reflecting Pretraining Dynamics ICCV 2025
MimiQ: Low-Bit Data-Free Quantization of Vision Transformers with Encouraging Inter-Head Attention Similarity AAAI 2025
VQ4DiT: Efficient Post-Training Vector Quantization for Diffusion Transformers AAAI 2025
Compression of 3D Gaussian Splatting with Optimized Feature Planes and Standard Video Codecs ICCV 2025
MPQ-DM: Mixed Precision Quantization for Extremely Low Bit Diffusion Models AAAI 2025
ShortV: Efficient Multimodal Large Language Models by Freezing Visual Tokens in Ineffective Layers ICCV 2025
TinyFoA: Memory Efficient Forward-Only Algorithm for On-Device Learning AAAI 2025
FlexiGPT: Pruning and Extending Large Language Models with Low-Rank Weight Sharing NAACL 2025
SoLA: Leveraging Soft Activation Sparsity and Low-Rank Decomposition for Large Language Model Compression AAAI 2025
The Impact of Inference Acceleration on Bias of LLMs NAACL 2025
AHCPTQ: Accurate and Hardware-Compatible Post-Training Quantization for Segment Anything Model ICCV 2025
BcQLM: Efficient Vision-Language Understanding with Distilled Q-Gated Cross-Modal Fusion EMNLP 2025