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add uniql acceptance
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‎_bibliography/papers.bib‎

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@article{chiang2025uniql,
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title={UniQL: Unified Quantization and Low-rank Compression for Adaptive Edge LLMs},
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author={Chiang, Hung-Yueh and Chang, Chi-Chih and Lu, Yu-Chen and Lin, Chien-Yu and Wu, Kai-Chiang and Abdelfattah, Mohamed S. and Marculescu, Diana},
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journal={arXiv preprint arXiv:2512.03383},
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venue_type={arXiv},
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venue_url={https://arxiv.org/abs/2512.03383},
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year={2025},
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booktitle={International Conference on Learning Representations (ICLR)},
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abbr={ICLR},
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venue_type={Conference},
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venue_url={https://iclr.cc/Conferences/2026},
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year={2026},
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pdf={https://arxiv.org/pdf/2512.03383.pdf},
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models={https://huggingface.co/ut-enyac},
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code={https://github.com/enyac-group/UniQL},

‎_includes/education.html‎

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<div class="education">
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<h2>Education</h2><br>
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<div style="height:140px;">
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<a href="https://www.ece.utexas.edu/">
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<img src="/assets/img/UT_logo.webp" align="left" style="border:16px solid white; margin-top: -20px; margin-left: -20px;height:90%;">
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<div style="display: flex; align-items: center; height: 140px;">
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<a href="https://www.ece.utexas.edu/" style="flex-shrink: 0; width: 120px; text-align: center;">
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<img src="/assets/img/UT_logo.webp" style="max-height: 100px; max-width: 100px;">
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</a>
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<a>The University of Texas at Austin</a><br>
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Sep. 2021 - Current<br>
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Ph.D. in electrical and computer engineering <br><br>
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<div style="margin-left: 10px;">
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<a>The University of Texas at Austin</a><br>
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Sep. 2021 - Current<br>
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Ph.D. in electrical and computer engineering<br>
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</div>
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</div>
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<div style="height:140px;">
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<a href="https://www.csie.ntu.edu.tw/">
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<img src="/assets/img/NTU_logo.webp" align="left" style="border:16px solid white; margin-top: -20px; margin-left: -20px;height:90%;">
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<div style="display: flex; align-items: center; height: 140px;">
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<a href="https://www.csie.ntu.edu.tw/" style="flex-shrink: 0; width: 120px; text-align: center;">
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<img src="/assets/img/NTU_logo.webp" style="max-height: 100px; max-width: 100px;">
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</a>
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<a>National Taiwan University</a><br>
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Sep. 2016 - Sep. 2018 <br>
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M.S. in computer science <br><br>
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<div style="margin-left: 10px;">
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<a>National Taiwan University</a><br>
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Sep. 2016 - Sep. 2018<br>
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M.S. in computer science<br>
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</div>
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</div>
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<div style="height:140px;">
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<a href="https://inf.ethz.ch/">
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<img src="/assets/img/ETHZ_logo.webp" align="left" style="border:16px solid white; margin-top: -20px; margin-left: -20px;height:90%;">
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<div style="display: flex; align-items: center; height: 140px;">
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<a href="https://inf.ethz.ch/" style="flex-shrink: 0; width: 120px; text-align: center;">
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<img src="/assets/img/ETHZ_logo.webp" style="max-height: 100px; max-width: 100px;">
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</a>
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<a>ETH Zürich</a><br>
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Jan. 2015 - Sep. 2015 <br>
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Exchange student <br><br>
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<div style="margin-left: 10px;">
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<a>ETH Zürich</a><br>
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Jan. 2015 - Sep. 2015<br>
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Exchange student<br>
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</div>
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</div>
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<div style="height:140px;">
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<a href="https://www.cs.nycu.edu.tw/">
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<img src="/assets/img/NYCU_logo.webp" align="left" style="border:16px solid white; margin-top: -20px; margin-left: -20px;height:90%;">
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<div style="display: flex; align-items: center; height: 140px;">
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<a href="https://www.cs.nycu.edu.tw/" style="flex-shrink: 0; width: 120px; text-align: center;">
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<img src="/assets/img/NYCU_logo.webp" style="max-height: 100px; max-width: 100px;">
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</a>
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<a>National Yang Ming Chiao Tung University </a><br>
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<a>(National Chiao Tung University)</a><br>
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Sep. 2011 - Sep. 2015 <br>
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B.S. in computer science <br><br>
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<div style="margin-left: 10px;">
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<a>National Yang Ming Chiao Tung University</a><br>
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<a>(National Chiao Tung University)</a><br>
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Sep. 2011 - Sep. 2015<br>
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B.S. in computer science<br>
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</div>
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</div>
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</div>

‎_includes/misc.html‎

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<div class="misc">
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<h2>Academic service</h2>
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Conference Reviewer: NeurIPS (2024, 2025), ICLR (2025, 2026), ICML 2025, AAAI 2026
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Conference Reviewer: NeurIPS (2024, 2025), ICLR (2025, 2026), ICML (2025, 2026), AAAI 2026
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<br><br>
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<h2>Open-source contributions</h2>
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<ul>

‎_includes/work_experience.html‎

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<div class="work_experience">
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<h2>Work experience</h2><br>
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<div style="height:140px;">
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<a href="https://www.eigenai.com/">
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<img src="/assets/img/eigenai_logo.png" align="left" style="border:16px solid white; margin-top: -20px; margin-left: -20px;height:75%;">
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<div style="display: flex; align-items: center; height: 140px;">
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<a href="https://www.eigenai.com/" style="flex-shrink: 0; width: 120px; text-align: center;">
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<img src="/assets/img/eigenai_logo.png" style="max-height: 100px; max-width: 100px;">
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</a>
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<a>Eigen AI</a> - Research Intern<br>
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Dec. 2025 - Feb. 2026 <br>
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<i>NVFP4 quantization and serving for large language models</i><br>
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<div style="margin-left: 10px;">
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<a>Eigen AI</a> - Research Intern<br>
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Dec. 2025 - Feb. 2026 <br>
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<i>NVFP4 quantization and serving for large language models</i><br>
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</div>
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<div style="height:140px;">
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<a href="https://rivian.com/">
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<img src="/assets/img/rivian_logo.png" align="left" style="border:16px solid white; margin-top: -20px; margin-left: -20px;height:75%;">
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<div style="display: flex; align-items: center; height: 140px;">
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<a href="https://rivian.com/" style="flex-shrink: 0; width: 120px; text-align: center;">
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<img src="/assets/img/rivian_logo.png" style="max-height: 100px; max-width: 100px;">
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</a>
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<a>Rivian</a> - Software Engineering Intern (Deep Learning)<br>
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May 2023 - Aug. 2023 <br>
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<i>Neural architecture search for object detection</i><br>
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<div style="margin-left: 10px;">
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<a>Rivian</a> - Software Engineering Intern (Deep Learning)<br>
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May 2023 - Aug. 2023 <br>
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<i>Neural architecture search for object detection</i><br>
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</div>
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</div>
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<div style="height:140px;">
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<a href="https://www.amazon.jobs/en/job_categories/research-science">
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<img src="/assets/img/amazon_logo.png" align="left" style="border:16px solid white; margin-top: -20px; margin-left: -20px;height:90%;">
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<div style="display: flex; align-items: center; height: 140px;">
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<a href="https://www.amazon.jobs/en/job_categories/research-science" style="flex-shrink: 0; width: 120px; text-align: center;">
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<img src="/assets/img/amazon_logo.png" style="max-height: 100px; max-width: 100px;">
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</a>
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<a>Amazon</a> - Research Scientist Intern<br>
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May 2022 - Nov. 2022 <br>
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<i>Image synthesis and generation for shoe virtual try-on</i><br>
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<div style="margin-left: 10px;">
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<a>Amazon</a> - Research Scientist Intern<br>
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May 2022 - Nov. 2022 <br>
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<i>Image synthesis and generation for shoe virtual try-on</i><br>
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</div>
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</div>
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<div style="height:140px;">
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<a href="https://www.xyzrobotics.com/">
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<img src="/assets/img/xyz_robotics.png" align="left" style="border:16px solid white; margin-top: -20px; margin-left: -20px;height:90%;">
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<div style="display: flex; align-items: center; height: 140px;">
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<a href="https://www.xyzrobotics.com/" style="flex-shrink: 0; width: 120px; text-align: center;">
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<img src="/assets/img/xyz_robotics.png" style="max-height: 100px; max-width: 100px;">
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</a>
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<a>XYZ Robotics</a> - Deep Learning Engineer<br>
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Jun. 2019 - May 2021 <br>
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<i>Image segmentation and object detection for logistics robots</i><br>
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<div style="margin-left: 10px;">
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<a>XYZ Robotics</a> - Deep Learning Engineer<br>
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Jun. 2019 - May 2021 <br>
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<i>Image segmentation and object detection for logistics robots</i><br>
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</div>
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</div>
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</div>

‎_news/20260126_uniql_accept.md‎

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---
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layout: post
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date: 2026-01-26
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inline: true
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---
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:tada: **<span style="color:red">Paper Accepted</span>** <br/>
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Our paper: *UniQL: Unified Quantization and Low-rank Compression for Adaptive Edge LLMs* has been accepted to ICLR 2026.

‎_projects/uniql.md‎

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<div style="text-align: center; padding-bottom: 1rem;">
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<!-- <abbr class="badge" style="background-color:#00369f; margin-left:0.1rem; margin-right:0.1rem; font-size:1.1rem;">Arxiv</abbr> -->
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<abbr class="badge" style="background-color:#BF5700; margin-left:0.1rem; margin-right:0.1rem; font-size:1.1rem; width:80px; display:inline-block; text-align:center;">Arxiv</abbr>
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<!-- <abbr class="badge" style="background-color:#BF5700; margin-left:0.1rem; margin-right:0.1rem; font-size:1.1rem; width:80px; display:inline-block; text-align:center;">Arxiv</abbr> -->
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<abbr class="badge" style="background-color:#00369f; margin-left:0.1rem; margin-right:0.1rem; font-size:1.1rem;">ICLR 2026</abbr>
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</div>
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<div class="authors">
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@article{chiang2025uniql,
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title={UniQL: Unified Quantization and Low-rank Compression for Adaptive Edge LLMs},
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author={Chiang, Hung-Yueh and Chang, Chi-Chih and Lu, Yu-Chen and Lin, Chien-Yu and Wu, Kai-Chiang and Abdelfattah, Mohamed S. and Marculescu, Diana},
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journal={arXiv preprint arXiv:2512.03383},
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year={2025},
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booktitle={International Conference on Learning Representations (ICLR)},
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year={2026},
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}
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```

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