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conftrace_

post-training quantization

178 papers

PTQ

Papers

ACBQ: Adaptive Cross-Block Quantization of Large Language Models ACL 2026 APEX-Q: Arbitrary-dimension Product-EXtension Quantization for Accelerated LLM Deployment (Student Abstract) AAAI 2026 ARCQuant: Boosting NVFP4 Quantization with Augmented Residual Channels for LLMs ACL 2026 Benchmarking Post-Training Quantization of Large Language Models under Microscaling Floating Point Formats ACL 2026 Bi-VLM: Binary Post-Training Quantization for Vision-Language Models AAAI 2026 BWLA: Breaking the Barrier of W1AX Post-Training Quantization for LLMs ACL 2026 Calibrating Beyond English: Language Diversity for Better Quantized Multilingual LLMs EACL 2026 CAR-SAM: Cross-Attention Reconstruction for Post-Training Quantization of the Segment Anything Model CVPR 2026 Fine-Grained Post-Training Quantization for Large Vision Language Models with Quantization-Aware Integrated Gradients CVPR 2026 First-Order Error Matters: Accurate Compensation for Quantized Large Language Models AAAI 2026 FLRQ: Faster LLM Quantization with Flexible Low-Rank Matrix Sketching AAAI 2026 FP=XINT: Representing Neural Networks via Low-Bit Series Basis Functions AAAI 2026 Gradient Knows Best: Mixed-Precision Quantization via Gradient-Guided Bit Allocation for Super-Resolution CVPR 2026 HarmoQ: Harmonized Post-Training Quantization for High-Fidelity Image Super-Resolution AAAI 2026 IPTQ-ViT: Post-Training Quantization of Non-linear Functions for Integer-only Vision Transformers WACV 2026 Layer-Wise High-Impact Parameter Ratio Optimization in Post-Training Quantization for Large Language Models ACL 2026 LS-ViT: Least-Squares Hessian Based Block Reconstruction for Low-Bit Post-Training Quantization of Vision Transformers CVPR 2026 MASQuant: Modality-Aware Smoothing Quantization for Multimodal Large Language Models CVPR 2026 MemeBQ:Memory Efficient Binary Quantization of LLMs AAAI 2026 Post Training Quantization for Efficient Dataset Condensation AAAI 2026 Quant Experts: Token-aware Adaptive Error Reconstruction with Mixture of Experts for Large Vision-Language Models Quantization CVPR 2026 QuantVLA: Scale-Calibrated Post-Training Quantization for Vision-Language-Action Models CVPR 2026 QuantVSR: Low-Bit Post-Training Quantization for Real-World Video Super-Resolution AAAI 2026 QuEPT: Quantized Elastic Precision Transformers with One-Shot Calibration for Multi-Bit Switching AAAI 2026 QVGGT: Post-Training Quantized Visual Geometry Grounded Transformer CVPR 2026