Research

LLM Continual Unlearning

I study how large language models can remove requested information one request after another while keeping the knowledge they should retain.

Publications

  1. In preparation

    Sensitivity Stacking: Intuitive Backpropagation Without Index Hell

    Y. Choi, K. Lee, J. M. Hyun

    In preparation for ICLR 2027 Blog Post Track

    My role: Co-second author (tentative); writing and idea development

  2. Oct 2026

    How You Mark It Matters: Particle-Level Framing Effects in a Korean Search Agent

    Y. Choi, N. Kwak, H. J. Lee, K. Lee, J. M. Hyun

    HCLT 2026, Oral

    My role: Co-built experimental data and reviewed the manuscript

  3. Sep 2026

    Self-Claimed Authority Cues and Application-Layer Fact Verification in a Korean-Language Commercial Generative Search API

    K. Lee†, Y. Choi†, J. M. Hyun, H. J. Lee, N. Kwak

    Korea AI 2026

    My role: Co-built experimental data and reviewed the manuscript

† Equal first authors

Interests

  • Machine Unlearning
  • Continual Learning
  • Federated Learning
  • On-Device AI
  • Trustworthy AI