Kijung Shin

1. MIDAS: Microcluster-Based Detector of Anomalies in Edge Streams
   2019/11/11 by Siddharth Bhatia, Bryan Hooi, Bhatia, Siddharth +7 · 1 voice · 1 citation
   #cs.LG #cs.AI
2. A Survey on Hypergraph Mining: Patterns, Tools, and Generators
   2024/01/16 by Geon Lee, Fanchen Bu, Lee, Geon +5 · 10 citations
   Physics and Astronomy · Computer Science · #Complex Network Analysis Techniques #Data Visualization and Analytics #Data Mining Algorithms and Applications
3. How Do Hyperedges Overlap in Real-World Hypergraphs? -- Patterns, Measures, and Generators
   2021/01/19 by Geon Lee, Lee, Geon, Minyoung Choe +3 · 5 citations
   Computer Science · Physics and Astronomy · #Complex Network Analysis Techniques #Data Visualization and Analytics #FOS: Computer and information sciences #Graph Theory and Algorithms #Social and Information Networks (cs.SI)
4. Evolution of Real-world Hypergraphs: Patterns and Models without Oracles
   2020/08/28 by Yunbum Kook, Jihoon Ko, Kook, Yunbum +3 · 4 citations
   Computer Science · Physics and Astronomy · Psychology · #Complex Network Analysis Techniques #Data Visualization and Analytics #FOS: Computer and information sciences #Mental Health Research Topics #Social and Information Networks (cs.SI)
5. DenseAlert: Incremental Dense-Subtensor Detection in Tensor Streams
   2017/06/11 by Kijung Shin, Bryan Hooi, Shin, Kijung +5 · 3 citations
   Computer Science · Mathematics · #Algorithms and Data Compression #Computational Physics and Python Applications #Databases (cs.DB) #FOS: Computer and information sciences #H.2.8 #Social and Information Networks (cs.SI) #Tensor decomposition and applications
6. A Survey on Hypergraph Mining: Patterns, Tools, and Generators
   2025/02/20 by Geon Lee, Fanchen Bu, Tina Eliassi-Rad +2 · 11 citations
   Physics and Astronomy · Computer Science · #Complex Network Analysis Techniques #Data Mining Algorithms and Applications #Web Data Mining and Analysis
7. Spear and Shield: Adversarial Attacks and Defense Methods for Model-Based Link Prediction on Continuous-Time Dynamic Graphs
   2023/08/21 by Dongjin Lee, Juho Lee, Lee, Dongjin +3 · 4 citations
   Computer Science · Physics and Astronomy · Social Sciences · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI) #Terrorism, Counterterrorism, and Political Violence
8. TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents
   2025/02/17 by Geon Lee, Wenchao Yu, Lee, Geon +7 · 9 citations
   Computer Science · #Topic Modeling #Advanced Text Analysis Techniques #Time Series Analysis and Forecasting
9. HypeBoy: Generative Self-Supervised Representation Learning on Hypergraphs
   2024/03/31 by Sunwoo Kim, Shinhwan Kang, Kim, Sunwoo +9 · 5 citations
   Computer Science · #Text and Document Classification Technologies #Advanced Graph Neural Networks
10. Sign is Not a Remedy: Multiset-to-Multiset Message Passing for Learning on Heterophilic Graphs
    2024/05/31 by Langzhang Liang, Sunwoo Kim, Liang, Langzhang +9 · 3 citations
    Computer Science · #Advanced Graph Neural Networks #Machine Learning and Algorithms #Text and Document Classification Technologies
11. Towards Deep Attention in Graph Neural Networks: Problems and Remedies
    2023/06/04 by Soo Yong Lee, Lee, Soo Yong, Fanchen Bu +5 · 2 citations
    Computer Science · Engineering · #Advanced Graph Neural Networks #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG)
12. Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More
    2024/05/14 by Fanchen Bu, Hyeonsoo Jo, Bu, Fanchen +7 · 2 citations
    Computer Science · #Constraint Satisfaction and Optimization
13. Rethinking Reconstruction-based Graph-Level Anomaly Detection: Limitations and a Simple Remedy
    2024/10/27 by Sunwoo Kim, Kim, Sunwoo, Soo Yong Lee +11 · 3 citations
    Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
14. On the Persistence of Higher-Order Interactions in Real-World Hypergraphs
    2022/01/04 by Hyunjin Choo, Choo, Hyunjin, Kijung Shin +1 · 1 citation
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Databases (cs.DB) #FOS: Computer and information sciences #Opinion Dynamics and Social Influence #Social and Information Networks (cs.SI)
15. FlowerFormer: Empowering Neural Architecture Encoding using a Flow-aware Graph Transformer
    2024/03/19 by D. Hwang, Hyunju Kim, Hwang, Dongyeong +5 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
16. Hypergraph Motifs and Their Extensions Beyond Binary
    2023/10/24 by Geon Lee, Seokbum Yoon, Lee, Geon +7 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Physics and Astronomy · Computer Science · #Bioinformatics and Genomic Networks #Complex Network Analysis Techniques #Data Visualization and Analytics
17. NeuKron: Constant-Size Lossy Compression of Sparse Reorderable Matrices and Tensors
    2023/02/09 by Tae-Hyung Kwon, Jihoon Ko, Kwon, Taehyung +5 · 1 citation
    Mathematics · Computer Science · #Tensor decomposition and applications #Parallel Computing and Optimization Techniques #Graph Theory and Algorithms
18. Reciprocity in Directed Hypergraphs: Measures, Findings, and Generators
    2022/10/11 by Sunwoo Kim, Minyoung Choe, Kim, Sunwoo +5 · 1 citation
    Physics and Astronomy · Computer Science · #Complex Network Analysis Techniques #Graph Theory and Algorithms #Data Visualization and Analytics
19. Four-set Hypergraphlets for Characterization of Directed Hypergraphs
    2023/11/24 by Heechan Moon, Moon, Heechan, Hyunju Kim +5 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · Physics and Astronomy · #Bioinformatics and Genomic Networks #Complex Network Analysis Techniques #Computational Drug Discovery Methods #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences
20. Improving Rare Medication Recommendation with Counterfactual Data Augmentation and Large Language Models
    2026/07/23 by Shinhwan Kang, Soo Yong Lee, Jaewon Kim +2
    #cs.IR #cs.LG