Publications

  1. Dynamics Reveals Structure: Challenging the Linear Propagation Assumption
    Hoyeon Chang, Bálint Mucsányi, and Seong Joon Oh
    ICML 2026 (Spotlight)
    ICLR 2026 Workshop on Unifying Concept Representation Learning (Oral)
    arXiv
  2. Characterizing Pattern Matching and Its Limits on Compositional Task Structures
    Hoyeon Chang*, Jinho Park*, Hanseul Cho*, Sohee Yang, Miyoung Ko, and 5 more authors
    ICLR 2026
    arXiv
  3. Latent Reasoning via Sentence Embedding Prediction
    Hyeonbin Hwang*, Byeongguk Jeon*, Seungone Kim, Jiyeon Kim, Hoyeon Chang, and 5 more authors
    COLM 2025 RAM 2 Workshop (Oral)
    arXiv
  4. Dynamic VLM-Guided Negative Prompting for Diffusion Models
    Hoyeon Chang*, Seungjin Kim*, and Yoonseok Choi*
    NeurIPS 2025 Workshop on Generative and Protective AI for Content Creation
    arXiv
  5. How Does Vision-Language Adaptation Impact the Safety of Vision Language Models?
    Seongyun Lee*, Geewook Kim*, Jiyeon Kim*, Hyunji Lee, Hoyeon Chang, and 2 more authors
    ICLR 2025
    arXiv
  6. How Do Large Language Models Acquire Factual Knowledge During Pretraining?
    Hoyeon Chang, Jinho Park, Seonghyeon Ye, Sohee Yang, Youngkyung Seo, and 2 more authors
    NeurIPS 2024
    arXiv
  7. Nonparametric Decoding for Generative Retrieval
    Hyunji Lee, JaeYoung Kim, Hoyeon Chang, Hanseok Oh, Sohee Yang, and 3 more authors
    ACL 2023 Findings
    arXiv