Sohyeon Kim

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sohyeon@stanford.edu
sohyeon.kim@vision.snu.ac.kr

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I am a first-year Ph.D. student at Seoul National University, working with Prof. Gunhee Kim. I am also a visiting researcher at Stanford University, hosted by Prof. Chelsea Finn. Previously, I received my Bachelor's degree with honors in Computer Science and Engineering at POSTECH.

Throughout my life, I’ve been thinking about what I want, what I know, and how to explore what I do not know. This curiosity has grown into the research question I want to pursue: how should models interact with external knowledge? I want to explore what should be memorized versus externalized, how models retrieve and reason over external knowledge, and how memory should be organized. These interests draw me to information retrieval, RAG, and agent memory.

In parallel, I enjoy abstracting thoughts and mapping their relationships into my own language. For me, conversation serves as a medium for interpreting others’ mental models and discovering new axes of thinking. You can find more of these reflections on my Blog.

Education

Stanford University May 2026–Present
  • Visiting Student Researcher at IRIS Lab
  • Seoul National University Sep 2025–Present
  • M.S/Ph.D in AI
  • Pohang University of Science and Technology Feb 2021–Aug 2025
  • B.S. in Computer Science and Engineering
  • Summa Cum Laude
  • Hansung Science High School for the Gifted Mar 2018–Feb 2021

    Publication

    When Is Enough Not Enough? Illusory Completion in Search Agents
    Dayoon Ko, Jihyuk Kim, Sohyeon Kim, Haeju Park, Dahyun Lee, Gunhee Kim, Moontae Lee, Kyungjae Lee
    Arxiv

    Hybrid Deep Searcher: Scalable Parallel and Sequential Search Reasoning
    Dayoon Ko, Jihyuk Kim, Haeju Park, Sohyeon Kim, Dahyun Lee, Yongrae Jo, Gunhee Kim, Moontae Lee, Kyungjae Lee
    ICLR 2026

    When Should Dense Retrievers Be Updated in Evolving Corpora? Detecting Out-of-Distribution Corpora Using GradNormIR
    Dayoon Ko, Jinyoung Kim, Sohyeon Kim, Jinhyuk Kim, Jaehoon Lee, Seonghak Song, Minyoung Lee, Gunhee Kim
    ACL 2025 Findings