김남형
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굵은 글씨: 김남형  /  *: 교신저자  /  †: 공동 제1저자. 채택 논문의 본 학회 발표는 논문 목록에 함께 정리했습니다.

국제 학술대회

  1. [6]
    Text as Structure, Not Signal: Text-Aligned Groups for Distributionally Robust Stock Ranking
    Jiwon Park†, Namhyoung Kim†, Seungwon Shin, Jae Wook Song*
    ACM ICAIF 2026 Workshop on Interpretability and Alignment of Financial Models (IAFM '26), 2026.11, Milan, Italy · 발표 예정
  2. [5]
    Vector-Quantized Discrete Latent Factors Meet Financial Priors: Dynamic Cross-Sectional Stock Ranking Prediction for Portfolio Construction
    Namhyoung Kim, Jae Wook Song*
    The 10th Asian Quantitative Finance Conference (AQFC 2026), 2026.07, Pohang, Korea
  3. [4]
    Probabilistic Forecasting of High-Frequency Crypto Volatility via Decomposition-Integrated Recurrent Neural Networks
    Yosep Na, Jun Young Byun, Jungyoon Song, Namhyoung Kim, Jae Wook Song*
    ACM ICAIF 2025 Workshop on Rethinking Financial Time-Series (ICAIF-W, Poster), 2025.11, Singapore
  4. [3]
    FPQ-VAE: A Dynamic Factor Model Fusing Financial Priors and Vector-Quantized Factors for Stock Rank Prediction
    Namhyoung Kim, Janghyuk Youn, Jae Wook Song*
    ACM CIKM 2025 Workshop on Advances in Financial AI: Innovations, Risk, and Responsibility in the Era of LLMs (CIKM-W, Poster), 2025.11, Seoul, Korea
  5. [2]
    Deep Hedging of Equity-Linked Securities
    Jae Wook Song*, Namhyoung Kim, Dongwon Ryu
    INFORMS Annual Meeting, 2024.10, Seattle, WA, USA
  6. [1]
    Risk Propensity-specific Portfolio Recommendation via Self-supervised Learning
    Namhyoung Kim, Seung Eun Ock, Jae Wook Song*
    IJCAI 2024 Workshop on Recommender Systems in Finance (FinRecSys), 2024.07, Jeju, Korea

국내 학술대회

국내 발표 7번 중 4번이 제주입니다. 완전 럭키비키잖아.

  1. [7]
    Vector-Quantized Discrete Latent Factors Meet Financial Priors: Dynamic Cross-Sectional Stock Ranking Prediction for Portfolio Construction
    김남형, 송재욱*
    한국산업경영시스템학회 추계학술대회, 2026.10, 제주 · 발표 예정
  2. [6]
    PRISM-VQ: Fusing Financial Priors and Vector-Quantized Latent Factors for Dynamic Cross-Sectional Stock Prediction
    김남형, 송재욱*
    한국파생상품학회 추계학술대회, 2025.12, 서울
  3. [5]
    Vector Quantization for Efficient Financial Representation Learning
    김남형, 김주환, 송재욱*
    대한산업공학회·한국경영과학회·한국시뮬레이션학회 춘계공동학술대회, 2025.06, 제주
  4. [4]
    FactorVQVAE: Discrete Latent Factor Model via Vector Quantized Variational Autoencoder
    김남형, 옥승은, 송재욱*
    재무금융 공동학술대회, 2025.05, 서울
  5. [3]
    Pairs Trading via Contrastive Learning
    김주환, 김남형, 옥승은, 송재욱*
    한국경영과학회·대한산업공학회·한국시뮬레이션학회 춘계공동학술대회, 2024.05, 여수
  6. [2]
    Data Augmentation in Embedding Space for Natural Language Processing based on the Vector Quantized Generative Adversarial Networks
    박민호, 김남형, 변준영, 송재욱*
    대한산업공학회·한국경영과학회 춘계공동학술대회, 2023.06, 제주
  7. [1]
    Can a Pre-trained Language Model Be a Superior Counsel in Equity Research Report-Driven Investment Strategy?
    김남형, 최영훈, 박민호, 송재욱*
    한국경영과학회·대한산업공학회 춘계공동학술대회, 2022.06, 제주