Graph & ML
Recent News
2020
Nov. 1 paper was accepted to Scientific Reports.
Jul. Ph.D. student Seongjun Yun was selected for an internship at Facebook.
Jul. 2 papers were accepted to ECCV 2020.
Jul. 1 paper was accepted to ECCV 2020 Workshop (Visual Object Tracking).
Jul. 1 paper was accepted to CIKM 2020.
Apr. 1 paper was accepted to IJCAI 2020.
Jan. 1 paper was accepted to SDM 2020.
Jan. Ph.D students Junhyun Lee and Byungjoo Kim were selected for visiting students at Carnegie Mellon University (Fully supported by IITP and CMU).
2019
Sep. 1 paper was accepted to NeurIPS 2019.
Apr. 1 paper was accepted to IJCAI 2019.
Apr. 1 paper was accepted to SIGIR 2019.
May. 1 paper was accepted to ICML 2019.
Jan. 1 paper was accepted to SDM 2019.
Publications
2020
FlavorGraph: A large-scale food-chemical graph for generating food representations and recommending food pairings
Donghyeon Park, Keonwoo Kim, Seoyoon Kim, Michael Spranger, Jaewoo Kang*
Scientific Reports
[Paper (TBA)] [Code]
UnionDet: Union-level Detector Towards Real-Time Human-Object Interaction Detection
Bumsoo Kim†, Taeho Choi†, Jaewoo Kang*, Hyunwoo J Kim*
European Conference on Computer Vision (ECCV 2020)
[Paper] [Code (TBA)]
Robust Neural Networks inspired by Strong Stability Preserving Rung-Kutta methods
Byungjoo Kim†, Bryce Chudomelka†, Jinyoung Park, Jaewoo Kang*, Youngjoon Hong, Hyunwoo J Kim*
European Conference on Computer Vision (ECCV 2020)
[Paper] [Code]
Robust Long-Term Object Tracking via Improved Discriminative Model Prediction
Seokeon Choi, Junhyun Lee, Yunsung Lee, Alexander Hauptmann*
European Conference on Computer Vision Workshop (ECCVW 2020)
[Paper] [Code]
Learning Graph-Based Geographical Latent Representation for Point-of-Interest Recommendation
Buru Chang, Gwanghoon Jang, Seoyoon Kim, and Jaewoo Kang*
International Conference on Information and Knowledge Management (CIKM 2020)
[Paper] [Code]
MAPS: Multi-Agent reinforcement learning-based Portfolio management System
Jinho Lee†, Raehyun Kim†, Seok-won Yi, Jaewoo Kang*
International Joint Conference on Artificial Intelligence (IJCAI 2020)
[Paper]
Content-Aware Successive Point-of-Interest Recommendation
Buru Chang, Yookyung Koh, Donghyeon Park, Jaewoo Kang*
SIAM International Conference on Data Mining (SDM 2020)
[Paper]
Bipartite Link Prediction by Intra-Class Connection Based Triadic Closure
Jungwoon Shin, Keonwoo Kim, Donghyeon Park, Sunkyu Kim, Jaewoo Kang*
IEEE Access, July 2020
[Paper] [Code]
2019
Graph Transformer Networks
Seongjun Yun, Minbyul Jeong, Raehyun Kim, Jaewoo Kang*, Hyunwoo J. Kim*
In Advances in Neural Information Processing Systems (NeurIPS 2019)
[Paper] [Code]
KitcheNette: Prediction and Ranking Food Ingredient Pairings based on Siamese Neural Network
Donghyeon Park, Keonwoo Kim, Yonggyu Park, Jungwoon Shin, Jaewoo Kang*
International Joint Conferences on Artificial Intelligence Organization (IJCAI 2019)
[Paper]
SAIN: Self-Attentive Integration Network for Recommendation
Seoungjun Yun†, Raehyun Kim†, Miyoung Ko, Jaewoo Kang*
International ACM Conference on Research and Development in Information Retrieval (SIGIR 2019)
[Paper]
Self-Attention Graph Pooling
Junhyun Lee†, Inyeop Lee†, Jaewoo Kang*
International Conference on Machine Learning (ICML 2019)
[Paper] [Code]
Predicting Multiple Demographic Attributes with Task Specific Embedding and Attention Network
Raehyun Kim†, Hyunjae Kim†, Janghyuk Lee, and Jaewoo Kang*
SIAM International Conference on Data Mining (SDM 2019)
[Paper] [Code]
Global Stock Market Prediction Based on Stock Chart Images Using Deep Q-Network
Jinho Lee, Raehyun Kim, Yookyung Koh, Jaewoo Kang*
IEEE Access, July 2019
[Paper]
2018
Content-Aware Point-of-Interest Embedding Model for Successive POI Recommendation
Buru Chang, Yonggyu Park, Donghyeon Park, Seongsoon Kim, and Jaewoo Kang*
International Joint Conference on Artificial Intelligence (IJCAI 2018)
[Paper]
A Deep Neural Spoiler Detection Model using a Genre-Aware Attention Mechanism
Buru Chang, Hyunjae Kim, Raehyun Kim, Daehan Kim, and Jaewoo Kang*
Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2018)
[Paper]
Multipath-DenseNet: A Supervised ensemble architecture of densely connected convolutional networks
Bilal Lodhi, Jaewoo Kang*
Information Sciences , May 2019 (IF: 4.305)
[Paper]
DeepPIM: A deep neural point-of-interest imputation model
Buru Chang, Yonggyu Park, Seongsoon Kim, Jaewoo Kang*
Information Sciences , Oct 2018 (IF: 4.305)
[Paper]