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Summer updates
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jiayuzhou committed May 26, 2024
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2 changes: 2 additions & 0 deletions Gemfile
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# Performance-booster for watching directories on Windows
gem "wdm", "~> 0.1.1", :platforms => [:mingw, :x64_mingw, :mswin]


gem "webrick", "~> 1.8"
4 changes: 3 additions & 1 deletion Gemfile.lock
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eventmachine (>= 0.12.9)
http_parser.rb (~> 0.6.0)
eventmachine (1.2.7)
ffi (1.13.1)
ffi (1.16.3)
forwardable-extended (2.6.0)
http_parser.rb (0.6.0)
i18n (1.8.5)
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terminal-table (1.8.0)
unicode-display_width (~> 1.1, >= 1.1.1)
unicode-display_width (1.7.0)
webrick (1.8.1)

PLATFORMS
ruby
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tzinfo (~> 1.2)
tzinfo-data
wdm (~> 0.1.1)
webrick (~> 1.8)

BUNDLED WITH
2.1.4
1 change: 1 addition & 0 deletions _includes/news.md
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- [2024] [Call for Participation] Please join our first <a href="https://fedkdd.github.io/" target="_blank">FedKDD: International Joint Workshop on Federated Learning for Data Mining and Graph Analytics</a>, co-located with KDD'24, August 25-26th, Centre de Convencions Internacional de Barcelona, Spain.
- [2024] Check out our <a href="https://dl.acm.org/doi/10.1145/3659205" target="_blank">topology-aware federated learning survey</a> accepted by ACM Computing Surveys and selected in the <a href="https://www.growkudos.com/publications/10.1145%25252F3659205/reader">ACM Showcase</a>.
- [2023] [Call for Participation] Please join our first <a href="https://fl4data-mining.github.io/" target="_blank">International Workshop on Federated Learning for Distributed Data Mining</a>, co-located with KDD'23, August 7th, Long Beach, California.
- [2023] Our AI Center for Drug Discovery has been approved by MSU Research Foundation Grants!
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34 changes: 27 additions & 7 deletions _layouts/default.html
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Expand Up @@ -285,24 +285,45 @@ <h6 class="docs-header">Friends</h6>
<div class="docs-section" id="publication">
<h6 class="docs-header">Recent Preprints</h6>
<ul>
<li><i>Augmented Risk Prediction for the Onset of Alzheimer’s Disease from Electronic Health Records with Large Language Models. </i><br>
Jiankun Wang, Sumyeong Ahn, Taykhoom Dalal, Xiaodan Zhang, Weishen Pan, Qiannan Zhang, Bin Chen, Hiroko H. Dodge, Fei Wang, and Jiayu Zhou. <br>
Preprint, 2024 <a href="#" target="_blank">[arXiv]</a>
</li>

<li><i>Large Language Models in Medical Term Classification and Unexpected Misalignment Between Response and Reasoning. </i><br>
Xiaodan Zhang, Sandeep Vemulapalli, Nabasmita Talukdar, Sumyeong Ahn, Jiankun Wang, Han Meng, Sardar Mehtab Bin Murtaza, Aakash Ajay Dave, Dmitry Leshchiner, Dimitri F. Joseph, Martin Witteveen-Lane, Dave Chesla, Jiayu Zhou, Bin Chen. <br>
Preprint, 2024 <a href="https://arxiv.org/abs/2312.14184" target="_blank">[arXiv]</a>
</li>

<li><i>Who Leaked the Model? Tracking IP Infringers in Accountable Federated Learning. </i><br>
Shuyang Yu, Junyuan Hong, Yi Zeng, Fei Wang, Ruoxi Jia, Jiayu Zhou. <br>
Preprint, 2023 <a href="https://arxiv.org/abs/2312.03205" target="_blank">[arXiv]</a>
<li><i> Towards Stability of Parameter-free Optimization . </i><br>
Yijiang Pang, Shuyang Yu, Bao Hoang, and Jiayu Zhou. <br>
Preprint, 2024 <a href="https://arxiv.org/abs/2405.04376" target="_blank">[arXiv]</a>
</li>

<li><i>Stochastic Two Points Method for Deep Model Zeroth-order Optimization . </i><br>
<li><i>Stochastic Two Points Method for Deep Model Zeroth-order Optimization. </i><br>
Yijiang Pang and Jiayu Zhou. <br>
Preprint, 2024 <a href="https://arxiv.org/abs/2402.01621" target="_blank">[arXiv]</a>
</li>

<li><i>Who Leaked the Model? Tracking IP Infringers in Accountable Federated Learning. </i><br>
Shuyang Yu, Junyuan Hong, Yi Zeng, Fei Wang, Ruoxi Jia, Jiayu Zhou. <br>
Preprint, 2023 <a href="https://arxiv.org/abs/2312.03205" target="_blank">[arXiv]</a>
</li>

</ul>

<h6 class="docs-header">Selected Publications</h6>
<ul>
<li><i>Distributed Harmonization: Federated Clustered Batch Effect Adjustment and Generalization. </i><br>
Bao Hoang, Yijiang Pang, Siqi Liang, Liang Zhan, Paul Thompson, and Jiayu Zhou. <br>
<b>KDD</b> 2024. <a href="#" target="_blank">[accepted]</a>
</li>

<li><i>On the Generalization Ability of Unsupervised Pretraining. </i><br>
Yuyang Deng, Junyuan Hong, Jiayu Zhou, and Mehrdad Mahdavi. <br>
<b>AISTATS</b> 2024. <a href="https://arxiv.org/abs/2403.06871" target="_blank">[paper]</a>
</li>

<li><i>Topology-aware Federated Learning in Edge Computing: A Comprehensive Survey. </i><br>
Jiajun Wu, Fan Dong, Henry Leung, Zhuangdi Zhu, Jiayu Zhou and Steve Drew. <br>
<b>ACM Computing Surveys</b> 2024. <a href="https://dl.acm.org/doi/10.1145/3659205" target="_blank">[paper]</a>
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<b>Patterns</b> 2024. <a href="https://www.cell.com/patterns/pdf/S2666-3899(23)00322-7.pdf" target="_blank">[paper]</a>
</li>

<li><i>Comparison of Prompt Engineering and Fine-Tuning Strategies in Large
Language Models in the Classification of Clinical Notes. </i><br>
<li><i>Comparison of Prompt Engineering and Fine-Tuning Strategies in Large Language Models in the Classification of Clinical Notes. </i><br>
Xiaodan Zhang, Nabasmita Talukdar, Sandeep Vemulapalli, Sumyeong Ahn, Jiankun Wang, Han Meng, Sardar Mehtab Bin Murtaza, Dmitry Leshchiner, Aakash Ajay Dave, Dimitri F. Joseph, Martin Witteveen-Lane, Dave Chesla, Jiayu Zhou, and Bin Chen. <br>
<b>AMIA</b> Informatics Summit 2024. <a href="#" target="_blank">[accepted]</a>
</li>
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</div>

<div align="center">
&copy 2015-2023 ILLIDAN Lab. All rights reserved.
&copy 2015-2024 ILLIDAN Lab. All rights reserved.
<br />
<br />
</div>
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4 changes: 2 additions & 2 deletions _team/han-meng.md
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---
layout: team-member
layout: team-nonmember
name: Han Meng
title: Lab member since 2022, M.Sc. Student
picture: /images/profile/han-meng.jpg
email: [email protected]
category: 1
category: 8
---

<br/>
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