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**** denotes equal contribution***

| **Reducing Domain Gap by Reducing Style Bias** Hyeonseob Nam*, HyunJae Lee*, Jongchan Park, Wonjun Yoon, and Donggeun Yoo

CVPR, 2021
Group Match Prediction via Neural NetworksGroup Match Prediction via Neural Networks
Sunghyun Kim, Minje Jang, and Changho Suh
ComplexRec Workshop at RecSys, 2021
Robust Training with Ensemble Consensus
Jisoo Lee and Sae-Young Chung
ICLR, 2020
**MHSAN: Multi-Head Self-Attention Network for Visual Semantic Embedding**
Geondo Park, Chihye Han, Wonjun Yoon, and Daeshik Kim
WACV, 2020
**Deep-learning analysis of H&E images to define three immune phenotypes to reveal loss-of-target in excluded immune cells as a novel resistance mechanism of immune checkpoint inhibitor in non-small cell lung cancer**
Sehhoon Park, Chan-Young Ock, Minje Jang, Jiwon Shin, Sarah Lee, Kyunghyun Paeng, Jonghanne Park, Young Kwang Chae, Yoon La Choi, Tony S. K. Mok, and Se-Hoon Lee
ASCO, 2020
**Crash to Not Crash: Learn to Identify Dangerous Vehicles using a Simulator** (Website)
Hoon Kim*, Kangwook Lee*, Gyeongjo Hwang, and Changho Suh
AAAI, 2019 (Oral, Acceptance rate: 16.2%)
Synthesizing Differentially Private Datasets using Random Mixing
Kangwook Lee, Hoon Kim, Kyungmin Lee, Changho Suh, and Kannan Ramchandran
ISIT, 2019
**Representation of White- and Black-Box Adversarial Examples in Deep Neural Networks and Humans: A Functional Magnetic Resonance Imaging Study**
Chihye Han, Wonjun Yoon, Gihyun Kwon, Seungkyu Nam, and Daeshik Kim
IJCNN, 2019
**SGD on Random Mixtures: Private Machine Learning under Data Breach Threats**
Kangwook Lee, Kyoungmin Lee*, Hoon Kim*, Changho Suh, and Kannan Ramchandran
ICLR Workshop (and SysML), 2018
Simulated+Unsupervised Learning With Adaptive Data Generation and Bidirectional Mappings
Kangwook Lee*, Hoon Kim*, and Changho Suh
ICLR, 2018
**Top-K Rank Aggregation From M-Wise Comparisons
Minje Jang**, Sunghyun Kim, and Changho Suh
IEEE Journal of Selected Topics in Signal Processing, 2018
**Optimal Sample Complexity of M-wise Data for Top-K Ranking
Minje Jang***, Sunghyun Kim*, and Changho Suh
NeurIPS, 2017
**An End-to-End Robot Architecture to Manipulate Non-Physical State Changes of Objects
Wonjun Yoon**, Sol-A Kim, and Jaesik Choi
CogRob Workshop at IROS, 2016
**Top-K Ranking from Pairwise Comparisons: When Spectral Ranking is Optimal
Minje Jang**, Sunghyun Kim, Changho Suh, and Sewoong Oh
Preprint, 2016

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