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33<img src =" assets/icon.png " alt =" QuantVLA Logo " width =" 80 " style =" vertical-align : middle ;" >  ;  ; <img src =" https://readme-typing-svg.demolab.com?font=Montserrat&weight=700&size=42&pause=99999&color=7C4DFF¢ er=true&vCenter=true&width=350&height=50&lines=QuantVLA " alt =" QuantVLA " >
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65** Scale-Calibrated Post-Training Quantization for Vision-Language-Action Models**
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87<a href =" https://cvpr.thecvf.com/Conferences/2026 " ><img src =" https://img.shields.io/badge/CVPR-2026-6B46C1?style=for-the-badge&logo=ieee&logoColor=white " alt =" CVPR 2026 " ></a >
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128<a href =" https://arxiv.org/pdf/2602.20309 " ><img src =" https://img.shields.io/badge/📄_Paper-PDF-d32f2f?style=for-the-badge " alt =" Paper " ></a >
139<a href =" https://arxiv.org/abs/2602.20309 " ><img src =" https://img.shields.io/badge/📝_arXiv-2602.20309-b31b1b?style=for-the-badge " alt =" arXiv " ></a >
1410<a href =" https://quantvla.github.io/ " ><img src =" https://img.shields.io/badge/🌐_Project-Page-7c4dff?style=for-the-badge " alt =" Project Page " ></a >
1511<a href =" https://github.com/AIoT-MLSys-Lab/QuantVLA " ><img src =" https://img.shields.io/badge/💻_GitHub-Code-181717?style=for-the-badge " alt =" Code " ></a >
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19- [ Jingxuan Zhang] ( https://github.com ) <sup >2†</sup >  ;  ;
20- [ Yunta Hsieh] ( https://github.com ) <sup >3†</sup >  ;  ;
21- [ Zhongwei Wan] ( https://github.com ) <sup >1</sup >  ;  ;
22- [ Haokun Lin] ( https://github.com ) <sup >4</sup >  ;  ;
23- [ Xin Wang] ( https://github.com ) <sup >1</sup >  ;  ;
24- [ Ziqi Wang] ( https://github.com ) <sup >1</sup >  ;  ;
25- [ Yingtie Lei] ( https://github.com ) <sup >1</sup >  ;  ;
26- [ Mi Zhang] ( https://github.com ) <sup >1* </sup >
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28- <sup >1</sup >The Ohio State University  ;  ; <sup >2</sup >Indiana University  ;  ; <sup >3</sup >University of Michigan  ;  ; <sup >4</sup >City University of Hong Kong
13+ [ Jingxuan Zhang] ( https://github.com ) <sup >2†</sup >  ;  ; [ Yunta Hsieh] ( https://github.com ) <sup >3†</sup >  ;  ; [ Zhongwei Wan] ( https://github.com ) <sup >1</sup >  ;  ; [ Haokun Lin] ( https://github.com ) <sup >4</sup >  ;  ; [ Xin Wang] ( https://github.com ) <sup >1</sup >  ;  ; [ Ziqi Wang] ( https://github.com ) <sup >1</sup >  ;  ; [ Yingtie Lei] ( https://github.com ) <sup >1</sup >  ;  ; [ Mi Zhang] ( https://github.com ) <sup >1* </sup >
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15+ <sup >1</sup >The Ohio State University  ;  ; <sup >2</sup >Indiana University  ;  ; <sup >3</sup >University of Michigan  ;  ; <sup >4</sup >City University of Hong Kong<br >
3016<sup >†</sup >Equal Contribution  ;  ;  ; <sup >* </sup >Corresponding Author
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3721## Abstract
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