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<title>interconnect lab | SJSU interconnect lab, led by Professor Genya Ishigaki, researches next-generation telecommunication networks, with an emphasis on developing combinatorial optimization and machine learning techniques. Our ultimate goal is to propose adaptive and accountable algorithms for autonomous network resource coordination.</title>
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<h1 id="welcome-to-sjsu-interconnect-lab">Welcome to SJSU interconnect lab!</h1>
<p><img src="./assets/photos/sjsu_front.jpg" alt="sjsu" /></p>
<p><em>interconnect lab</em>, led by <a href="/members/genya_ishigaki/">Dr. Genya Ishigaki</a>, researches next-generation telecommunication networks, with an emphasis on developing combinatorial optimization and machine learning techniques to solve resource optimization problems for network automation. Resource allocation problems appear in many networking contexts including reliability, scalability, and profitability. A fundamental question we are trying to answer is about the tradeoff in resource allocation: <strong>How does a network operator balance the maximization of resource utilization and the reservation of spare capacity for unknown future demands?</strong> Even though the tradeoff has been a paramount agenda of resource optimization research, the new features introduced for next-generation networking, such as dependency among different network layers, diverse applications, and unpredictable traffic patterns, present additional challenges to answer the question in 5G and Beyond networks.</p>
<p>Our recent research topics include:</p>
<ul>
<li>Network automation</li>
<li>Communication-efficient distributed machine learning</li>
<li>Resource optimization for edge computing</li>
<li>Quantum networks</li>
</ul>
<p>If you are interested in our projects, please look at our <a href="https://sjsu-interconnect.github.io/research/">research page</a> and <a href="https://sjsu-interconnect.github.io/publication/">publication list</a>.</p>
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<h1 id="news">News</h1>
<p><span style="color:grey">July 29, 2026 - Conference</span><br />
Professor Ishigaki is organizing the 6th International Workshop on Big Data and Machine Learning for Networking (BDMLN) as a part of <a href="http://www.icccn.org/index.html">ICCCN 2026</a> in Honolulu, Hawaii.</p>
<p><br /></p>
<p><span style="color:grey">April 24, 2026 - Publication</span><br />
Our paper on intelligent caching in NDN has been accepted to ICCCN 2026. See the <a href="https://sjsu-interconnect.github.io/publication/">publication section</a> for more details.</p>
<p><br /></p>
<p><span style="color:grey">November 18, 2025 - Publication</span><br />
Two of our papers on AI-based network automation have been accepted to International Conference on Computing, Networking and Communications (ICNC) 2026. See the <a href="https://sjsu-interconnect.github.io/publication/">publication section</a> for more details.</p>
<p><br /></p>
<p><span style="color:grey">October 3, 2025 - Publication</span><br />
Our paper on AI-based software container management has been accepted to IEEE Annual Congress on Artificial Intelligence of Things (AIoT) 2025. See the <a href="https://sjsu-interconnect.github.io/publication/">publication section</a> for more details.</p>
<p><br /></p>
<p><span style="color:grey">August 1, 2025 - Publication</span><br />
Our paper on optical network monitoring has been accepted to IEEE Globecom 2025. See the <a href="https://sjsu-interconnect.github.io/publication/">publication section</a> for more details.</p>
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<span style="color:grey">May 12, 2025 - Publication</span><br>
Three of our papers have been accepted to ICCCN 2025. See the [publication section](https://sjsu-interconnect.github.io/publication/) for more details.
<br>
<span style="color:grey">August 4, 2025 - Conference</span><br>
Professor Ishigaki is organizing the 5th International Workshop on Big Data and Machine Learning for Networking (BDMLN) as a part of [ICCCN 2025](http://www.icccn.org/index.html) in Tokyo, Japan from August 4 to 7, 2025.
<br>
<span style="color:grey">April 25, 2025 - Presentation</span><br>
Eddie presented his poster at the 20th College of Science Student Research Day!
<br>
<span style="color:grey">April 20, 2025 - Publication</span><br>
Our paper on DDoS attack detection was accepted for publication in 2025 16th International Conference on Computing Communication and Networking Technologies (ICCCNT). See the [publication section](https://sjsu-interconnect.github.io/publication/) for more details.
<br>
<span style="color:grey">April 8, 2025 - Award</span><br>
Sean has been accorded an Honorable Mention in the 2025 NSF Graduate Research Fellowship Program (GRFP).
<br>
<span style="color:grey">March 15, 2025 - Award</span><br>
Faiz was selected as the award recipient of the 2025-2026 R&I Student RSCA Fellowship.
<br>
<span style="color:grey">January 31, 2025 - Publication</span><br>
Our paper on social network analysis was accepted for publication in IEEE Access Journal. See the [publication section](https://sjsu-interconnect.github.io/publication/) for more details.
<br>
<span style="color:grey">May 10, 2024 - Award</span><br>
Rachel was selected as the award recipient of the 2024 Broadcom Scholarship for her exceptional academic performance and contribution to supporting underrepresented students in STEM.
<br>
<span style="color:grey">May 9, 2024 - Publication</span><br>
Three of our papers have been accepted to ICCCN 2024. See the [publication section](https://sjsu-interconnect.github.io/publication/) for more details.
<br>
<span style="color:grey">April 19, 2024 - Presentation</span><br>
Austin, Rachel, and Pandu presented at the 19th College of Science Student Research Day and SJSU Innovation Showcase!
<br>
<span style="color:grey">August 4, 2023 - Publication</span><br>
Our paper titled "Container Caching Optimization based on Explainable Deep Reinforcement Learning" has been accepted to IEEE Globecom 2023. See the [publication section](https://sjsu-interconnect.github.io/publication/) for more details.
<br>
<span style="color:grey">May 23, 2023 - Publication</span><br>
Our paper titled "Reinforcement Learning with Neural Network-based Deterministic Game Tree Approximation" has been accepted to IEEE BigDataService 2023. See the [publication section](https://sjsu-interconnect.github.io/publication/) for more details.
<br>
<span style="color:grey">April 28, 2023 - Presentation</span><br>
Divya and Nitin presented at the 18th College of Science Student Research Day!
<br>
<span style="color:grey">January 20, 2022 - Publication</span><br>
Our paper titled "Reinforcement Learning-based Multi-domain Network Slice Provisioning" has been accepted to IEEE ICC 2023. See the [publication section](https://sjsu-interconnect.github.io/publication/) for more details.
<br>
<span style="color:grey">January 19, 2022 - Publication</span><br>
Our journal paper titled "Maximizing External Action with Information Provision over Multiple Rounds in Online Social Networks" has been accepted to and will be published in IEICE Transactions on Information and Systems. See the [publication section](https://sjsu-interconnect.github.io/publication/) for more details.
<br>
<span style="color:grey">April 19, 2022 - Grant</span><br>
Our research project on Adaptive Network Operation through Explainable Machine Learning was awarded the SJSU RSCA Seed Grant.
<br>
<span style="color:grey">January 18, 2022 - Publication</span><br>
Our paper has been accepted to IEEE ICC 2022. See the [publication section](https://sjsu-interconnect.github.io/publication/) for more details.
<br>
<span style="color:grey">August 16, 2021 - Publication</span><br>
Two papers have been accepted to IEEE Globecom 2021. See the [publication section](https://sjsu-interconnect.github.io/publication/) for more details.
<br>
<span style="color:grey">June 9, 2021</span><br>
Our website has been updated!
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