Research Interests
Causal Inference
Recent Publications
Seo, G., Shim, J., Kim, M., Byun, H., Jung, Y., & Song, K. (2026). Dissecting causal mechanism shifts via FANS: Function and noise separation. In Proceedings of the 43rd International Conference on Machine Learning (Vol. 306, pp. 109074–109104). PMLR. https://proceedings.mlr.press/v306/seo26d.html
Oh, C., Seo, G., Jung, G., Cheng, Z.-Q., Choi, H., Jung, J., & Song, K. (2026). Robust adaptation of foundation models with black-box visual prompting. IEEE Transactions on Pattern Analysis and Machine Intelligence, 48(8), 9372–9383. https://doi.org/10.1109/TPAMI.2026.3681244
Seo, G., Joo, H., Song, K., Kim, M., Jung, E. J., Kim, E. S., et al. (2026). Static and dynamic scoring systems for post-acute sequelae of SARS-CoV-2 in a Korean cohort. International Journal of Infectious Diseases, 164, 108378. https://doi.org/10.1016/j.ijid.2026.108378
Byun, H., Seo, G., Kang, J., Kim, T., Kim, J., & Song, K. (2025). CCL: Causal-aware in-context learning for out-of-distribution generalization. Advances in Neural Information Processing Systems, 38, 83676–83695. https://doi.org/10.52202/085713-2805