2018 – Data Science & Artificial Intelligence Laboratory

Security and Privacy Issues in Deep Learning

Ho Bae, Jaehee Jang, Dahuin Jung, Hyemi Jang, Heonseok Ha, Sungroh Yoon, arXiv:1807.11655 [cs.CR], July 2018.
paper link

02 August 2018

arXiv, Heonseok Ha, Ho Bae, Jaehee Jang, Sungroh Yoon

End-to-end Representation Learning for Chemical-Chemical Interaction Prediction

Sunyoung Kwon and Sungroh Yoon, IEEE/ACM Transactions on Computational Biology and Bioinformatics, in press.
preprint link

19 July 2018

Journal, Sunyoung Kwon

Mimicry Resilient Program Behavior Modeling with LSTM based Branch Models

Hayoon Yi, Gyuwan Kim, Jangho Lee, Sunwoo Ahn, Younghan Lee, Sungroh Yoon, Yunheung Paek, Deep Learning and Security (DLS) Workshop, IEEE Symposium on Security and Privacy (S&P), San Francisco, USA, May 2018.
preprint link

24 June 2018

Conference, Sungroh Yoon

Robust Tumor Localization with Pyramid Grad-CAM

Sungmin Lee, Jangho Lee, Jungbeom Lee, Chul-Kee Park, Sungroh Yoon, arXiv:1805.11393 [cs.CV], May 2018.
paper link

31 May 2018

arXiv, Jangho Lee, Sungmin Lee, Sungroh Yoon

Intelligent Knowledge Tracing: More Like a Real Learning Process of a Student

Heonseok Ha, Yongjun Hong, Uiwon Hwang, Sungroh Yoon, arXiv:1805.10768 [cs.AI], May 2018.
paper link

29 May 2018

arXiv, Heonseok Ha, Sungroh Yoon

Streaming MANN: A Streaming-Based Inference for Energy-Efficient Memory-Augmented Neural Networks

Seongsik Park, Jaehee Jang, Seijoon Kim, Sungroh Yoon, arXiv:1805.07978 [cs.LG], May 2018.
paper link

23 May 2018

arXiv, Jaehee Jang, Seijoon Kim, Seongsik Park, Sungroh Yoon

MSnet: Mutual Suppression Network for Disentangled Video Representations

Jungbeom Lee, Jangho Lee, Sungmin Lee, Sungroh Yoon, arXiv:1804.04810 [cs.CV], April 2018.
paper link

13 April 2018

arXiv, Sungroh Yoon

Deep learning improves prediction of CRISPR–Cpf1 guide RNA activity

Hui Kwon Kim, Seonwoo Min, Myungjae Song, Soobin Jung, Jae Woo Choi, Younggwang Kim, Sangeun Lee, Sungroh Yoon, Hyongbum Kim, Nature Biotechnology, vol. 36, no. 3, pp. 239-241, March 2018.
paper link code suppl

02 March 2018

Journal, Seonwoo Min, Sungroh Yoon

hc-OTU: A Fast and Accurate Method for Clustering Operational Taxonomic Units based on Homopolymer Compaction

Seunghyun Park, Hyun-Soo Choi, Byunghan Lee, Jongsik Chun, Joong-Ho Won, and Sungroh Yoon, IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol. 15, no. 2, pp. 441-451, March/April 2018.
paper link

01 March 2018

Byunghan Lee, Hyunsoo Choi, Journal, Seunghyun Park

TensorLightning: A Traffic-efficient Distributed Deep Learning on Commodity Spark Clusters

Seil Lee, Hanjoo Kim, Jaehong Park, Jaehee Jang, Chang-Sung Jeong, Sungroh Yoon, IEEE Access, vol. 6, no. 1, pp. 27671-27680, May 2018.
paper link

24 February 2018

Hanjoo Kim, Jaehee Jang, Jaehong Park, Journal, Seil Lee, Sungroh Yoon

Publications