Members

• Ph.D. Student

• Education

  • BS, Economics and Finance, Hanyang University,
    2010.03 ~ 2018.08

  • Master of Data Science, Seoul National University,
    2020.03 ~ 2022.02

  • Ph.D. Student, Seoul National University,
    2022.03 ~ 

• Work Experience

  • MOOC AI Team, Naver Connect,
    2018.02 ~ 2019.08

• Interests

  • NLP, NL2SQL

  • LLM-Driven Natural Language Interfaces for Databases

  • Applications for Machine Learning

• Recent Works:

  • (Paper) AU-RAG: Agent-based Universal Retrieval Augmented Generation, SIGIR-AP 2024 (acceptance ratio 38.6%)

  • (Paper) Toward Interpretable Machine Learning: Constructing Polynomial Models Based on Feature Interaction Trees, PAKDD 2023 (acceptance ratio 17.27%)

  • (Contest) The 11th Ministry of Trade, Industry, and Energy Public Data Utilization BI Contest - 3rd prize in the "Public Domain" Area

• Sites

  • Readme page: https://bit.ly/readme-jisoo

  • Blog: https://simonjisu.github.io

• Ph.D. Candidate

• Education

  • BS, Electrical and Computer Engineering, Seoul National University,
    2012.03 ~ 2016.08

• Interests

  • DBMS, Planning

• Ph.D. Candidate

• Education

  • BS, Electrical and Computer Engineering, Seoul National University,
    2013.03 ~ 2018.02

• Interests

  • DBMS, Graph Database, Planning

• Ph.D. Candidate

• Education

  • BS, Hanoi University of Science and Technology, Vietnam,
    2003.08 ~ 2008.07

  • Master of Electrical and Computer Engineering, Seoul National University,
    2016.09 ~ 2019.02

  • Ph.D. Candidate, Seoul National University,
    2019.09 ~ 

• Work Experience

  • Software Senior Developer, Viettel Group, Vietnam
    2018.08 ~ 2015.07

• Interests

  • Big Data Analysis, Machine Learning Lifecycle Management System

  • Spatio-Temporal Deep Learning, Ambient AI

• Sites

  • Github page: https://github.com/vanduc103

• Recent Works:

  • (Paper) Efficient ML Lifecycle Transferring for Large-scale and High-dimensional Data via Core Set-based Dataset Similarity, IEEE Access (Q1 IF 3.476 ~ 2022)

• Master’s Student

• Research Interests

  • Explainable AI, Applications of AI in Music

• Education

  • Double major in College of Liberal Studies, ~2020

    • BS, Mathematics, Seoul Nat’l University

    • BA, Music Aesthetics, Seoul Nat’l University

  • Master of Data Science, Seoul Nat’l University

• Work Experience

  • CTO, Value Education Consulting, 2016.06~2017.08 (https://valueedu.co.kr/)

• Master’s Student

• Research Interests

  • Business Analytics, Synthetic Data, Medical AI

• Education

  • BA, Business Administration, Korea University, ~ 2022

  • MS, Data Science, Seoul Nat'l University, 2022.03 ~

• Work Experience

  • Founder, StockWide, 2021 ~

  • CTO, TheLoVal, 2022 ~

• Recent Works

  • (Contest) The 11th Ministry of Trade, Industry, and Energy Public Data Utilization BI Contest - 3rd prize in the "Public Domain" Area

• Master’s Student

• Education

  • BS, Economics & Mathematics, Duke University (USA),
    2009.08 ~ 2015.05

  • MS, Data Science, Seoul National University, 2022.09~

• Interests

  • Fintech, Computational Finance, Robo-Advisory

• Work Experience

  • International Monetary Fund - Fiscal Affairs Department (2015.05-2017)

• Achievements

  • K-DS 2023 Hackathon Competition Team Member - 3rd prize

• Sites

  • E-mail: j4jesus90@snu.ac.kr

• Master’s Student

• Research Interests

  • Generative AI

  • Human-in-the-Loop ML

• Education

  • BS, Engineering Management, Al Akhawayn University

  • MS, Data Science, Seoul National University

• Work Experience

  • Digital Transformation and E-commerce, L'Oréal

• Master’s Student

• Research Interests

  • Data Analytics

  • Applications for Machine learning

  • AI roles in Sustainable Development

• Education

  • BS, Economic Development, Royal University of Phnom Penh, 2015-2019

  • MS, Data Science, Seoul National University, 2022.09~

• Work Experience

  • Researcher, Cambodia Development Resource Institute (CDRI), 2019-2021

• Master’s Student

• Research Interests

  • LLM in Finance and Economics

• Education

  • BA, Economics, Seoul Nat'l University, 2014.03 - 2022.02

  • Master of Data Science, Seoul National University, 2024.03 ~

• Master’s Student

• Research Interests

  • Explainable AI, LLM

  • applications for Machine Learning

• Education

  • Double major in Korea University, 2017.03 ~ 2024.02

    • BA, German Language and Literature, Korea University

    • BA, Statistics, Korea University

  • Master of Data Science, Seoul National University, 2024.03 ~

• Master’s Student

• Research Interests

  • LLM in Finance and Economics

  • Applications for Machine Learning

• Education

  • BA, International Liberal Studies, Waseda University 2018.04 ~ 2024.03

  • Master of Data Science, Seoul National University, 2024.03 ~

• Master’s Student

• Research Interests

  • LLM in Engineering domain

  • Deeplearning applications for electronic domain

• Education

  • Beng, Electrical and Electronic Engineering, University of Manchester,

2020.09 ~2023.06

• • Master of Data Science, Seoul National University,

2024.03~

• Ph.D. 

• Education

  • BS, Hanoi University of Science and Technology, Vietnam

2009 ~ 2015

• • Master of Electrical and Computer Engineering, Seoul National University

2017 ~ 2019

• • Ph.D. in Electrical and Computer Engineering, Seoul National University

2019 ~ 2024

• Working Experience

  • Senior Researcher, Arontier, Seoul South Korea (2024.08 ~ Now)

  • Software engineer, Olbius Vietnam (2014.08 ~ 2016.07)

  • Research Intern, Big Data Institute, SNU (2017.03 ~ 2017.08)

• Recent Works:

  • (Conf) Human-driven Active Verification for Efficient and Trustworthy Graph Classification, PAKDD 2024

  • (Conf) Toward Interpretable Graph Classification via Concept-Focused Structural Correspondence, RAFDA Workshop - PAKDD 2024

  • (Conf) Towards Interpretable Graph Neural Networks via Concept Matching Model, IEEE ICDM 2023 (acceptance rate 19.94%)

  • (Journal) Efficient ML Lifecycle Transferring for Large-scale and High-dimensional Data via Core Set-based Dataset Similarity, IEEE Access (Q1 IF 3.476 ~ 2022)

  • (Journal) Generative Real-time Explanations for GNNs via Multi-specialty Learners and Online Knowledge Distillation, IEEE Access (Q1 IF 3.476 ~ 2022)

  • (Conf) Toward Interpretable Machine Learning: Constructing Polynomial Models Based on Feature Interaction Trees, PAKDD 2023 (acceptance ratio 17.27%)

• Sites: 

  • alexbui91.github.io

  • linkedin.com/in/alex-bui-snu/

• Master’s Student

• Research Interest

  • Machine Learning for Financial Services

• Education

  • BS, Global Business Administration, Sungkyunkwan University

  • MS, Data Science, Seoul National University

• Work Experience

  • D-lab, IGIS Asset Management

  • Excise Tax & Customs Team, GS Caltex Corporation

• Certificate

  • CFA Charterholder

• Master’s Student

• Research Interests

  • FEAT (Fairness, Ethics, Accountability, and Transparency)

  • AI for Good

• Education

  • BS in Industrial Engineering and BA in Business (double major), College of Liberal Studies, SNU

  • Master of Data Science, SNU

• Work Experience

  • LEK Consulting

  • Element AI

• Sites

  • LinkedIn

  • Blog (in Korean)

• Master’s Student

• Home University

  • Norwegian University of Science and Technology, Department of Computer Science

  • Computer Science, Specialization in AI

• Seoul National University

  • Graduate School of Data Science

  • XAI in Music

• Work Experience

  • Developer - SolutionSeeker AS

  • IT-consultant - Bredvid AS

• Sites

  • Homepage: https://batherk.no

• Master’s Student

• Home University 

Marshall Business School, University of Southern California (USC)

• Education

  • BS, Tsinghua University, Beijing, China

  • MBA candidate, Marshall Business School, USC

• Work Experience

  • Co-founder, Seikai Education

• Interests

  • Data Analysis and Visualization

  • Explainable AI, GNN

  • Applications for Machine Learning

• Sites

  • LinkedIn

• Master’s Student

• University: SNU Music School / University of Glasgow 

• Master’s Student

• Education

  • BS, Electrical and Computer Engineering, Seoul National University, 2012.03 ~ 2018.08

  • Master of Electrical and Computer Engineering, Seoul National University, 2018.09 ~ 2024.08

• Working Experience

  • Data Engineer, KAKAO, 2021.10 ~

• Recent Works:

• (Conf) Variations in Retrieval Quality: Query, Answer, and Relation Features, PAKDD workshop 2024 (Robust Machine Learning in Open Environments)

• (Conf) Machine Learning-based Selection of Graph Partitioning Strategy Using the Characteristics of Graph Data and Algorithm, AIDB 2021