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Wonduk Seo

Seoul, South Korea
Bachelor in Information Management, Peking University
1duck2dpdy@gmail.com / seowonduk@pku.edu.cn


About Me

Wonduk Seo is an AI Research Scientist at Enhans AI since January 2025 and a 2025 graduate of Peking University (Bachelor in Information Management, Big Data Management & Application). Previously, he was advised by Prof. Yi Bu at Peking University. His research focuses on scalable, transparent, and interpretable methods that keep LLMs grounded in human values, sustain behavioral consistency, and mitigate hallucinations in real-world deployments. He has published first-author papers at top AI venues such as ICML, ACL, WSDM, SIGIR-ICTIR, ICPR, and BigData.

Education
Peking University Sep. 2019 - Jun. 2025
Beijing, China
Bachelor in Information Management
Advisor: Prof. Yi Bu

Research Interests

News

  • [Jul. 2026] Concluded my role as an AI Researcher at Enhans AI.
  • [Jun. 2026] One co-first author paper got accepted to the International ACM SIGIR Conference on Innovative Concepts and Theories in Information Retrieval (ICTIR) for Oral Presentation 🇦🇺.
  • [May 2026] One first author paper got accepted to the Forty-Third International Conference on Machine Learning (ICML) 🇰🇷.
  • [May 2026] One corresponding author abstract paper got accepted to the AAAI Summer Symposium Series for Oral Presentation 🇰🇷.
  • [Apr. 2026] One co-first author paper got accepted to the Annual Meeting of the Association for Computational Linguistics (ACL) 2026 Main Conference 🇺🇸.
  • [Apr. 2026] One first author paper got accepted to International Conference on Pattern Recognition (ICPR) 🇫🇷.
  • [Dec. 2025] One first author paper got accepted to ACM International Conference on Web Search and Data Mining (WSDM) 🇺🇸!
  • [Nov. 2025] One co-first author paper got accepted to ACM/IEEE Joint Conference on Digital Libraries (JCDL) 💻.
  • [Oct. 2025] One co-first author paper got accepted to IEEE International Conference on Big Data 2025 Industry Track for Oral Presentation 🇲🇴.
  • [Jul. 2025] One first author paper got accepted to AAAI/ACM Conference on AI, Ethics, and Society (AIES) Main Track 🇪🇸.
  • [Jul. 2025] Graduated from Peking University (Bachelor in Information Management, Big Data Management & Application) 🎉!
  • [Jun. 2025] One first author paper accepted for Oral Presentation at the ACM SIGKDD 2025 Workshop on AI Agent for Information Retrieval 🇨🇦.
  • [Apr. 2025] One co-first author paper got accepted to IEEE Engineering in Medicine and Biology Society (EMBC) for Oral Presentation 🇩🇰.
  • [Apr. 2025] Gave a poster talk at the International Conference on Research in Computational Molecular Biology (RECOMB) 🇰🇷.
  • [Feb. 2025] One first author paper accepted by Quantitative Science Studies (QSS).
  • [Jan. 2025] Concluded my role as an LLM researcher at Baidu Inc..
  • [Jan. 2025] Rejoined Enhans AI as an AI Research Scientist.
  • [Nov. 2024] Ranked 9th in the ACM'24 FinanceRAG Challenge as Team Leader.
  • [May. 2024] 🥉 Earned a bronze medal in Kaggle’s Enefit Predict Energy Behavior of Prosumers (Solo).
  • [Apr. 2024] 🥉 Earned a bronze medal in Kaggle’s Harvard Medical School Brain Activity Classification (Team Leader).
  • [Feb. 2024] Wrapped up my role as a Machine Learning Engineer at Enhans AI to pursue research-focused opportunities.
  • [Dec. 2023] 🥈 Earned a silver medal in Kaggle’s CAFA 5 Protein Function Prediction (Solo).
  • [Oct. 2023] 🥉 Earned a bronze medal in Kaggle’s LLM Science Exam (Team).
  • [Aug. 2023] Completed my Data Scientist internship at LG Chem.
  • [Apr. 2023] Completed a Data Scientist internship at BetaBrain.
  • [Apr. 2022] Began a long-term collaboration with Prof. Yi Bu.
  • [Dec. 2020] Began my AI journey, diving into machine learning research and engineering.

Publications

* denotes equal contribution; † denotes corresponding author.

Accepted PapersAccepted / published

Working PapersUnder review / preprint

  1. W1
    MA-SAPO: Multi-Agent Reasoning for Score-Aware Prompt Optimization
    Wonduk Seo, Juhyeon Lee, Junseo Koh, Hyunjin An, Jian Park, Seunghyun Lee, Haihua Chen†, Yi Bu†
    Under review.
    PDF Code
  2. W2
    GenCRF: Generative Clustering and Reformulation Framework for Enhanced Intent-Driven Information Retrieval
    Wonduk Seo*, Haojie Zhang*, Yueyang Zhang*, Changhao Zhang, Songyao Duan, Lixin Su, Daiting Shi, Jiashu Zhao, Dawei Yin†
    Under review.
    PDF
  3. W3
    MARIC: Multi-Agent Reasoning for Image Classification
    Wonduk Seo*, Minhyeong Yu*, Hyunjin An, Seunghyun Lee
    Under review.
    PDF Code

Competition Awards

Participation in NVIDIA Hackathon Seoul, Model Training Track, 04/2026

Ranked 9th, ACM'24 FinanceRAG Challenge (Team Leader), 11/2024

🥉 Kaggle – Enefit Predict Energy Behavior of Prosumers (Solo), 05/2024

🥉 Kaggle – Harvard Medical School Brain Activity Classification (Team Leader), 04/2024

🥈 Kaggle – CAFA 5 Protein Function Prediction (Solo), 12/2023

🥉 Kaggle – LLM Science Exam (Team), 10/2023

Dacon – Jeju Product Price Prediction (Solo; Top 1% among 1.4K participants), 10/2023

Language Proficiency

  • Korean: Native proficiency
  • Chinese: Full professional proficiency (HSK 6 obtained in 2018, score 254/300)
  • English: Full professional proficiency (TOEFL obtained in 2026, score 100/120)

Advisors and Collaborators

Advisors & Mentors

Collaborators

Mentees

Academic Service

Conference Reviewers


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