activation quantization

ACBQ: Adaptive Cross-Block Quantization of Large Language Models ACL 2026 DeltaQuant: 4-bit Video Diffusion Models with Spatiotemporal Delta Smoothing CVPR 2026 LBLLM: Lightweight Binarization of Large Language Models via Three-Stage Distillation ACL 2026 SpecQuant: Spectral Decomposition and Adaptive Truncation for Ultra-Low-Bit LLMs Quantization AAAI 2026 UQ-ViT: Harmonizing Extreme Activations with Hardware-Friendly Uniform Quantization in Vision Transformers AAAI 2026 Achieving binary weight and activation for LLMs using Post-Training Quantization ACL 2025 AHCPTQ: Accurate and Hardware-Compatible Post-Training Quantization for Segment Anything Model ICCV 2025 APHQ-ViT: Post-Training Quantization with Average Perturbation Hessian Based Reconstruction for Vision Transformers CVPR 2025 COAT: Compressing Optimizer states and Activations for Memory-Efficient FP8 Training ICLR 2025 KurTail : Kurtosis-based LLM Quantization EMNLP 2025 Modulated Diffusion: Accelerating Generative Modeling with Modulated Quantization ICML 2025 MPQ-DM: Mixed Precision Quantization for Extremely Low Bit Diffusion Models AAAI 2025 On Exact Bit-level Reversible Transformers Without Changing Architecture ICML 2025 Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers CVPR 2025 Quamba: A Post-Training Quantization Recipe for Selective State Space Models ICLR 2025 SVDQuant: Absorbing Outliers by Low-Rank Component for 4-Bit Diffusion Models ICLR 2025 TCAQ-DM: Timestep-Channel Adaptive Quantization for Diffusion Models AAAI 2025 Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge AAAI 2024 Compensate Quantization Errors: Make Weights Hierarchical to Compensate Each Other NAACL 2024 DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs NeurIPS 2024 Enhancing Post-training Quantization Calibration through Contrastive Learning CVPR 2024 Evaluating Quantized Large Language Models ICML 2024 Exploring Quantization for Efficient Pre-Training of Transformer Language Models EMNLP 2024 LLM-QAT: Data-Free Quantization Aware Training for Large Language Models ACL 2024 MetaMix: Meta-State Precision Searcher for Mixed-Precision Activation Quantization AAAI 2024