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<div class="front-panel container">
<div class="front-image" style="background-image: url('img/banners/1.jpg');"></div>
<div class="front-title container">
<div class="home-header">Machine Learning Lab.</div>
<div class="home-sub">"We strive to understand human intelligence through the computational lens."</div>
</div>
</div>
<div class="content container">
<div class="row">
<div class="col-sm-12">
<h3 class="header"># News</h3>
<!--
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
[Admission]
</div>
<div class="col-sm-10">
2021학년도 기계학습 연구실 석사/통합과정 지원을 희망하는 학생들은 다음 양식을 작성해주세요: <a href="https://forms.gle/QunNEmqSEPQzZhRt8" target="_blank">[양식 링크]</a>
</div>
</div>
-->
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Undergraduates</span>
</div>
<div class="col-sm-10">
Undergraduates who wish to participate in research programs, please refer to <a href="#research_participate" target="_blank" class="badge badge-link">this page.</a>
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Dec. 2024</span>
</div>
<div class="col-sm-10">
Yunhui Jang became the winner of Qualcomm Innovation Fellowship.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Sep. 2024</span>
</div>
<div class="col-sm-10">
Two papers have been accepted in NeurIPS 2024 (One spotlight paper).
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Jul. 2024</span>
</div>
<div class="col-sm-10">
A paper has been accepted in ECCV 2024.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Jun. 2024</span>
</div>
<div class="col-sm-10">
A paper has been accepted in INTERSPEECH 2024.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">May. 2024</span>
</div>
<div class="col-sm-10">
A paper has been accepted in ACL 2024.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">May. 2024</span>
</div>
<div class="col-sm-10">
Eight papers have been accepted in ICML 2024.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Apr. 2024</span>
</div>
<div class="col-sm-10">
One paper has been accepted in IJCAI 2024.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Mar. 2024</span>
</div>
<div class="col-sm-10">
One paper has been accepted in S&P 2024.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Feb. 2024</span>
</div>
<div class="col-sm-10">
One paper has been accepted in NAACL 2024.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Feb. 2024</span>
</div>
<div class="col-sm-10">
Two papers have been accepted in CVPR 2024.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Feb. 2024</span>
</div>
<div class="col-sm-10">
Yunhui Jang won the bronze prize in Samsung HumanTech Paper Awards.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Feb. 2024</span>
</div>
<div class="col-sm-10">
Hoyoung Kim, Minhyeon Oh, and Seunghyuk Cho won the BK21 outstanding paper awards.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Jan. 2024</span>
</div>
<div class="col-sm-10">
Five papers have been accepted in ICLR 2024 (One oral and one spotlight presentation).
</div>
</div>
<!--
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Dec. 2023</span>
</div>
<div class="col-sm-10">
One paper has been accepted in AAAI 2024.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Sep. 2023</span>
</div>
<div class="col-sm-10">
Five papers and two workshop papers have been accepted in NeurIPS 2023.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Sep. 2023</span>
</div>
<div class="col-sm-10">
Sangdon Park has joined MLLab as a new faculty member!
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Aug. 2023</span>
</div>
<div class="col-sm-10">
One paper has been accepted in CIKM 2023.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Jul. 2023</span>
</div>
<div class="col-sm-10">
Two papers have been accepted in ICCV 2023 (One oral presentation).
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Apr. 2023</span>
</div>
<div class="col-sm-10">
Three papers and 10 workshop papers have been accepted in ICML 2023.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Feb. 2023</span>
</div>
<div class="col-sm-10">
One paper and one workshop paper have been accepted in ICLR 2023.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Feb. 2023</span>
</div>
<div class="col-sm-10">
One paper has been accepted in ICASSP 2023.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Nov. 2022</span>
</div>
<div class="col-sm-10">
Two papers and one workshop paper have been accepted in AAAI 2023.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Oct. 2022</span>
</div>
<div class="col-sm-10">
Jinhyeok and Dain won the best paper award at CIKM2022 Data Challenge (EvalRS)!
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Sep. 2022</span>
</div>
<div class="col-sm-10">
A paper has been accepted in TNNLS.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Sep. 2022</span>
</div>
<div class="col-sm-10">
Three papers have been accepted in NeurIPS 2022.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Jul. 2022</span>
</div>
<div class="col-sm-10">
Two papers and one workshop paper have been accepted in ECCV 2022.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Jun. 2022</span>
</div>
<div class="col-sm-10">
One workshop paper has been accepted in ICML 2022.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">May. 2022</span>
</div>
<div class="col-sm-10">
One paper has been accepted in ICML 2022.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Apr. 2022</span>
</div>
<div class="col-sm-10">
One paper has been accepted in ISIT 2022.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Jan. 2022</span>
</div>
<div class="col-sm-10">
One paper has been accepted in ICASSP 2022.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Jan. 2022</span>
</div>
<div class="col-sm-10">
Two papers have been accepted in ICLR 2022.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Jan. 2022</span>
</div>
<div class="col-sm-10">
Two papers have been accepted in AISTATS 2022.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Jan. 2022</span>
</div>
<div class="col-sm-10">
Sungsoo Ahn and Namhoon Lee have joined MLLab as new faculty members!
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Sep. 2021</span>
</div>
<div class="col-sm-10">
A paper on crowdsourcing has been accepted in ACM SIGMETRICS 2022.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Sep. 2021</span>
</div>
<div class="col-sm-10">
A paper on federated learning has been accepted in NeurIPS 2021.
</div>
</div>
-->
<!--
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Sep. 2021</span>
</div>
<div class="col-sm-10">
Three bright students (MS+PhD: Jabin Koo, MS: Dain Kim, Seunghyuk Cho) and a research assistant (Jinho Park)
have jointed ML-Lab. Welcome!
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Jul. 2021</span>
</div>
<div class="col-sm-10">
A paper has been accepted at FL-ICML workshop 2021.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Jun. 2021</span>
</div>
<div class="col-sm-10">
A paper has been accepted at ECML-PKDD & Two papers have been accepted at ICML-XAI workshop 2021.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Apr. 2021</span>
</div>
<div class="col-sm-10">
A paper on transfer learning in structured bandits has been accepted at ISIT 2021.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Mar. 2021</span>
</div>
<div class="col-sm-10">
A paper on an invertible image denoising has been accepted at CVPR! Congratulations to all participants.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Feb. 2021</span>
</div>
<div class="col-sm-10">
Four bright students (MS+PhD: Jaechang Kim, Jaeseung Heo, Youngsik Yoon; MS: Yunjoo Lee) have joined ML-Lab.
Welcome everyone!
</div>
</div>
-->
<!-- <div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Sep. 2020</span>
</div>
<div class="col-sm-10">
Four bright students (MS+PhD: Hoyoung Kim, Hyunsoo Ahn; MS: Seungbeom Lee, Jinwoo Jeon) have joined ML-Lab. Welcome everyone!
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Apr. 2020</span>
</div>
<div class="col-sm-10">
A paper on reconstructing infection routes from partial observation has been accepted at ACM MobiHoc 2020.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Feb. 2020</span>
</div>
<div class="col-sm-10">
Five bright students (MS+PhD: Byungchan Ko; MS: Hyejin Park, Moonjeong Park, Sanghoon Lee and
Myeonghyeon Kim) have joined ML-Lab. Welcome everyone!
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Dec. 2019</span>
</div>
<div class="col-sm-10">
Dongwoo Kim has joined the faculty of POSTECH, as an assistant professor at the Department of Computer Science
and Engineering.
</div>
</div>
<div class="row news-item">
<div class="col-sm-2 text-small-caps">
<span class="badge badge-info">Aug. 2019</span>
</div>
<div class="col-sm-10">
Jungseul Ok has joined the faculty of POSTECH, as an assistant professor at the Department of Computer Science
and Engineering.
</div>
</div> -->
</div>
</div>
<div class="row">
<div class="col-sm-12">
<h3 class="header"># Research</h3>
</div>
<!--
<div class="research research-1 col-sm-12 col-md-6">
<div class="research-title">
<h4>Machine Learning<br />
<small>Information overloaded, dig for interesting patterns!</small></h4>
</div>
<div class="research-content">
- Statistical inference<br />
- Hierarchical learning<br />
- Scalable clustering algorithms<br />
</div>
</div>
-->
<div class="research research-1 col-sm-12 col-md-6">
<div class="research-title">
<h4>Reinforcement Learning<br />
<small>No pain no gain, reinforce yourself but efficiently!</small>
</h4>
</div>
<div class="research-content">
- Adaptive sampling algorithms<br />
- Structured reinforcement learning<br />
- Learning to optimize<br />
</div>
</div>
<div class="research research-2 col-sm-12 col-md-6">
<div class="research-title">
<h4>Machine Learning with Social Computing<br />
<small>ML is everywhere in our society, make it safe and fair!</small>
</h4>
</div>
<div class="research-content">
- Crowdsourcing system<br />
- Distributed and Federated Learning with Privacy<br />
- Social impact of ML<br />
</div>
</div>
<div class="research research-3 col-sm-12 col-md-6">
<div class="research-title">
<h4>Graph-Structured Deep Learning<br />
<small>Realize the underlying structure of data!</small>
</h4>
</div>
<div class="research-content">
- Improving graph neural networks<br />
- Drug discovery<br />
- Graph generative models<br />
</div>
</div>
</div>
</div>
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