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<!DOCTYPE html>
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  <title>Test-Time Scaling in Diffusion LLMs via Hidden Semi-Autoregressive Experts</title>
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        <h1 class="text-center font-heading text-3xl font-semibold tracking-tight sm:text-4xl md:text-5xl">
          Test-Time Scaling in Diffusion LLMs via Hidden Semi‑Autoregressive Experts
        </h1>
        <div class="mt-6 space-y-2 text-center text-sm/6 text-slate-300">
          <p class="space-x-1">
            <a href="#" class="hover:underline">Jihoon Lee</a><sup>1</sup>,
            <a href="#" class="hover:underline">Hoyeon Moon</a><sup>1</sup>,
            <a href="#" class="hover:underline">Kevin Zhai</a><sup>5</sup>,
            <a href="#" class="hover:underline">Arun Kumar Chithanar</a>,
            <a href="#" class="hover:underline">Anit Kumar Sahu</a><sup>2</sup>,
            <a href="#" class="hover:underline">Soummya Kar</a><sup>3</sup>,
            <a href="#" class="hover:underline">Chul Lee</a>,
            <a href="#" class="hover:underline">Souradip Chakraborty</a><sup>4</sup>,
            <a href="#" class="hover:underline">Amrit Singh Bedi</a><sup>5</sup>
          </p>
          <p class="text-slate-400">
            <sup>1</sup><a class="hover:underline" href="https://www.yonsei.ac.kr/en_sc/">Yonsei University</a>
            <sup>2</sup><a class="hover:underline" href="https://www.oracle.com/">Oracle</a>
            <sup>3</sup><a class="hover:underline" href="https://www.cmu.edu/">CMU</a>
            <sup>4</sup><a class="hover:underline" href="https://www.umd.edu/">UMD</a>
            <sup>5</sup><a class="hover:underline" href="https://www.ucf.edu/">UCF</a>
          </p>
          <p>
            <span class="inline-flex items-center gap-2 rounded-full border border-white/20 bg-white/5 px-3 py-1 text-xs uppercase tracking-wide text-slate-200 backdrop-blur">
              Under Submission
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            <span>📄 Paper</span>
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          <a href="https://github.com/junos-ai-org/hex" class="group inline-flex items-center gap-2 rounded-xl bg-emerald-500 px-4 py-2 text-sm font-semibold text-white shadow-soft transition hover:bg-emerald-600">
            <span>💻 Code</span>
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            <span>📊 Dataset</span>
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                <span class="font-semibold text-slate-800">Figure 1: Main Result Title.</span>
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          <p class="mt-3 text-slate-700">Clone the repository and install dependencies:</p>
          <pre class="mt-4 overflow-x-auto rounded-xl bg-slate-900 p-4 text-[13px] text-slate-100"><code class="font-mono"># Clone the repository
git clone https://github.com/junos-ai-org/hex.git
cd hex

# Install dependencies
pip install -r requirements.txt

# Run demo
python demo.py</code></pre>
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          <p class="mt-3 text-slate-700">If you find this work useful in your research, please consider citing:</p>
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            <pre class="overflow-x-auto text-[13px] leading-6 text-slate-800"><code class="font-mono">@article{lee2025hex,
  title={Test-Time Scaling in Diffusion LLMs via Hidden Semi-Autoregressive Experts},
  author={Lee, Jihoon and Moon, Hoyeon and Zhai, Kevin and Chithanar, Arun Kumar and Sahu, Anit Kumar and Kar, Soummya and Lee, Chul and Chakraborty, Souradip and Bedi, Amrit Singh},
  journal={Under Submission},
  year={2025}
}</code></pre>
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