model quantization

APHQ-ViT: Post-Training Quantization with Average Perturbation Hessian Based Reconstruction for Vision Transformers CVPR 2025 ASER: Activation Smoothing and Error Reconstruction for Large Language Model Quantization AAAI 2025 Asymptotic Unbiased Sample Sampling to Speed Up Sharpness-Aware Minimization AAAI 2025 Automated Fine-Grained Mixture-of-Experts Quantization ACL 2025 BDA-UC3M @ BioLaySumm: Efficient Lay Summarization with Small-Scale SoTA LLMs ACL 2025 Beyond Dynamic Quantization: An Efficient Static Hierarchical Mix-precision Framework for Near-Lossless LLM Compression EMNLP 2025 BinaryDM: Accurate Weight Binarization for Efficient Diffusion Models ICLR 2025 BitNet: 1-bit Pre-training for Large Language Models JMLR 2025 BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices CVPR 2025 CacheQuant: Comprehensively Accelerated Diffusion Models CVPR 2025 Can Quantized Audio Language Models Perform Zero-Shot Spoofing Detection? Interspeech 2025 Catastrophic Failure of LLM Unlearning via Quantization ICLR 2025 Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance EMNLP 2025 CSPLADE: Learned Sparse Retrieval with Causal Language Models IJCNLP 2025 Data-Free Group-Wise Fully Quantized Winograd Convolution via Learnable Scales CVPR 2025 DecDEC: A Systems Approach to Advancing Low-Bit LLM Quantization OSDI 2025 DGQ: Distribution-Aware Group Quantization for Text-to-Image Diffusion Models ICLR 2025 DiTAS: Quantizing Diffusion Transformers via Enhanced Activation Smoothing WACV 2025 Does quantization affect models’ performance on long-context tasks? EMNLP 2025 ECCC: Edge Code Cloak Coder for Privacy Code Agent EMNLP 2025 Efficient On-Device Text Simplification for Firefox with Synthetic Data Fine-Tuning EMNLP 2025 Efficient Personalization of Quantized Diffusion Model without Backpropagation CVPR 2025 Enhancing AI-Driven Farming Advisory in Kenya with Efficient RAG Agents via Quantized Fine-Tuned Language Models ACL 2025 Enhancing Diversity for Data-free Quantization CVPR 2025 Enhancing Model Privacy in Federated Learning with Random Masking and Quantization EMNLP 2025