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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="description" content="Stanford MLC Lab led by Prof. John M. Cioffi">
<meta property="og:title" content="Stanford MLC Lab [Cioffi Group]" />
<meta property="og:description"
content="Research in machine learning, dynamic spectrum management, and communications at Stanford University" />
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<meta name="twitter:title" content="Stanford MLC Lab [Cioffi Group]">
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content="Research in machine learning, dynamic spectrum management, and communications at Stanford University">
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content="Machine learning, dynamic spectrum management, communications, John Cioffi, Stanford, research, deep Learning, 5G, 6G, signal processing">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>Stanford MLC Lab [Cioffi Group]</title>
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body {
font-family: 'Source Serif 4', serif;
}
</style>
</head>
<body>
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<nav class="main-nav">
<div class="container is-max-desktop">
<ul class="nav-tabs">
<li class="nav-tab active">
<a href="index.html">Home</a>
</li>
<li class="nav-tab">
<a href="research.html">Research</a>
</li>
<li class="nav-tab">
<a href="group.html">Group</a>
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<li class="nav-tab">
<a href="publications.html">Publications</a>
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<a href="contact.html">Contact Us</a>
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<!-- Hero Section -->
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<div class="hero-body hero-content">
<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column has-text-centered">
<img src="static/images/mlc_crop_hzontal.png" alt="Stanford MLC Lab" class="lab-logo">
<p class="lab-description">
Our lab focuses on developing novel machine learning algorithms for next-generation wireless systems,
communications modulation and coding, signal processing and communication theory.
</p>
<div class="director-card has-text-centered">
<p style="font-size: 1.1rem; margin: 0;">
<strong>Director: John M. Cioffi</strong><br>
Hitachi Professor Emeritus of Engineering [Recalled]
</p>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Research Areas Section -->
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<h2 class="title is-3 has-text-white">Research Areas</h2>
<div style="margin-top: 1rem;">
<span class="area-tag">Dynamic spectrum management</span>
<span class="area-tag">Communications modulation & coding</span>
<span class="area-tag">Signal processing</span>
<span class="area-tag">Wireless networks</span>
<span class="area-tag">5G/6G Systems</span>
<span class="area-tag">Digital transmission</span>
<span class="area-tag">Resource optimization</span>
</div>
</div>
</div>
</section>
<!-- Achievements Section -->
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<h2 class="title is-3">Lab Leadership & Recognition</h2>
</div>
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<div class="column is-8">
<div class="content has-text-centered">
<p style="line-height: 1.6; font-size: 1.1rem;">
Our lab is led by <strong>Prof. John M. Cioffi</strong>, recipient of the <strong>2023 National Technology
and Innovation Medal</strong> from President Biden,
<strong>Marconi Fellow (2006)</strong>, <strong>Member of the National Academy of Engineering
(2001)</strong>, and holder of numerous IEEE awards including the
<strong>Alexander Graham Bell Medal (2010)</strong>. Prof. Cioffi is widely recognized as the "Father of
DSL" and a pioneer in digital communications.
</p>
<div class="buttons is-centered" style="margin-top: 1.5rem;">
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style="background-color: #8C1515; color: white;">
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<span>Cioffi Group</span>
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<span class="icon">
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<!-- Publications Section -->
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<div class="container is-max-desktop">
<div class="has-text-centered" style="margin-bottom: 3rem;">
<h2 class="title is-3 has-text-white" style="margin-bottom: 2.75rem;">Recent Publications</h2>
<p class="subtitle is-5 has-text-white" style="font-size: 1.1em;">Explore our latest research contributions</p>
</div>
<div class="columns is-multiline">
<!-- Paper 1: Hierarchical Wireless -->
<div class="column is-6">
<div class="box paper-card">
<h3 class="paper-title">
Hierarchical Deep Reinforcement Learning for Spectrum Resource Optimization in Integrated Terrestrial
and Non-Terrestrial Networks
</h3>
<p class="paper-authors">
MA Mohsin, H Rizwan, M Umer, S Bhattacharya, A Bilal, JM Cioffi
</p>
<p class="paper-venue">AAAI'25 Wkshps [AI4WCN]</p>
<div class="buttons" style="margin-top: 1rem;">
<a href="recents/hierarchical_wireless/paper.pdf" class="button is-macro"
style="background-color: #8C1515; color: white;" target="_blank">
<span class="icon">
<i class="fas fa-eye"></i>
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<span>View Paper</span>
</a>
<a href="https://arxiv.org/pdf/2501.09212.pdf" target="_blank" class="button is-light is-macro">
<span class="icon">
<i class="ai ai-arxiv"></i>
</span>
<span>arXiv</span>
</a>
</div>
</div>
</div>
<!-- Paper 2: Continual Learning -->
<div class="column is-6">
<div class="box paper-card">
<h3 class="paper-title">
Continual Learning for Wireless Channel Prediction
</h3>
<p class="paper-authors">
MA Mohsin, M Umer, A Bilal, MA Jamshed, JM Cioffi
</p>
<p class="paper-venue">ICML'25 Wkshps [ML4Wireless]</p>
<div class="buttons" style="margin-top: 1rem;">
<a href="recents/continual_learning/paper.pdf" class="button is-macro"
style="background-color: #8C1515; color: white;" target="_blank">
<span class="icon">
<i class="fas fa-eye"></i>
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<span>View Paper</span>
</a>
<!-- <a href="#" target="_blank" class="button is-light is-macro">
<span class="icon">
<i class="ai ai-arxiv"></i>
</span>
<span>arXiv</span>
</a> -->
</div>
</div>
</div>
<!-- Paper 3: RAG Wireless -->
<div class="column is-6">
<div class="box paper-card-award">
<h3 class="paper-title">
Retrieval Augmented Generation with Multi-Modal LLM Framework for Wireless Environments
</h3>
<p class="paper-authors">
MA Mohsin, A Bilal, S Bhattacharya, JM Cioffi
</p>
<p class="paper-venue">IEEE ICC'25</p>
<div class="buttons" style="margin-top: 1rem;">
<a href="recents/rag_wireless/paper.pdf" class="button is-macro"
style="background-color: #8C1515; color: white;" target="_blank">
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<span>View Paper</span>
</a>
<a href="https://arxiv.org/pdf/2503.07670" target="_blank" class="button is-light is-macro">
<span class="icon">
<i class="ai ai-arxiv"></i>
</span>
<span>arXiv</span>
</a>
</div>
</div>
</div>
<!-- Paper 4: Task Aware -->
<div class="column is-6">
<div class="box paper-card">
<h3 class="paper-title">
Task and Perception-aware Distributed Source Coding for Correlated Speech under Bandwidth-constrained
Channels
</h3>
<p class="paper-authors">
S Bhattacharya, MA Mohsin, A Bilal, JM Cioffi
</p>
<p class="paper-venue">AAAI'25 Wkshps [AI4WCN]</p>
<div class="buttons" style="margin-top: 1rem;">
<a href="recents/task_aware/paper.pdf" class="button is-macro"
style="background-color: #8C1515; color: white;" target="_blank">
<span class="icon">
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</span>
<span>View Paper</span>
</a>
<a href="https://arxiv.org/pdf/2501.17879" target="_blank" class="button is-light is-macro">
<span class="icon">
<i class="ai ai-arxiv"></i>
</span>
<span>arXiv</span>
</a>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Contact Call-to-Action Section -->
<section class="section">
<div class="container is-max-desktop">
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<h2 class="title is-3" style="margin-bottom: 1.5rem;">Join Our Research Group!</h2>
<p style="color: #666; margin-bottom: 1.5rem; font-size: 1.1em;">
Interested in joining our research group or collaborating with us?
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