Ji Young Byun

Publications

  1. Auditing Pairwise Equivalence Judgments: Self-Critique Effects and Diversity Measurement in Multi-Agent Hypothesis Generation

    Byun, J. Y., Hu, A., Rogers, J., Wang, R., Kesapragada, M., & Shah, F.

    NeurIPS 2026 AgenticLS Workshop

  2. Overconfidence and Calibration in Medical VQA: Empirical Findings and Hallucination-Aware Mitigation

    Byun, J. Y., Park, Y. J., Corbeil, J.-P., & Ben Abacha, A.

    COLM 2026

    📄 arXiv💻 code🌐 project page

  3. Test-Time Scaling in Clinical Decision Making: An Empirical and Analytical Investigation

    Byun, J. Y., Park, Y. J., Azizan, N., & Chellappa, R.

    MIDL 2026

    📄 paper

  4. Adaptive Inference for Medical Vision Transformers: Token Reduction or Early Exit?

    Byun, J. Y.*, Lee, H. S.*, Shuff, J. M., Venkatesh, R., Shekhawat, N. S., Parikh, K. S., & Chellappa, R.

    MIDL 2026

    📄 paper🌐 project page

  5. Cataract Detection from Small Datasets: Fine-Tuning Approaches and Real-World Validation under Data Shifts

    Byun, J. Y., et al.

    2026in preparation

  6. Precise Lens Status Classification via Projection Tuning for Efficient Adaptation to Data Shifts in Small Cataract Image Datasets

    Byun, J. Y.*, Shuff, J. M.*, Munoz, R., Venkatesh, R., Shekhawat, N. S., Parikh, K. S., & Chellappa, R.

    NeurIPS 2024 AIM-FM Workshop

    📄 paper

  7. PAAN/MIF Nuclease Inhibition Prevents Neurodegeneration in Parkinson's Disease

    Park, H., Kam, T. I., … Byun, J. Y., … & Dawson, V. L.

    Cell

    📄 paper

  8. Graph Neural Network Based Heterogeneous Propagation Scheme for Classifying Alzheimer's Disease

    Byun, J. Y., & Jeong, Y.

    bioRxiv

    📄 arXiv

  9. Label-free Rapid Viable Enrichment of Circulating Tumor Cell by Photosensitive Polymer-based Microfilter

    Kang, Y. T., Doh, I., Byun, J. Y., Chang, H. J., & Cho, Y. H.

    Theranostics

    📄 paper