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Jeonghyeon Kim

4 accepted papers

2026

Explicit representation of germline and non-germline residues improves antibody language modeling

ICML 2026poster

Antibodies originate from germline immunoglobulin gene templates and are diversified by somatic hypermutation during affinity maturation. This process produces sequences in which conserved germline residues provide structural scaffolding, complemented by rare non-germline substitutions that refine a…

Cited by 0SourceScholar
2026

Localized Concept Erasure in Text-to-Image Diffusion Models via High-Level Representation Misdirection

ICLR 2026poster

Recent advances in text-to-image (T2I) diffusion models have seen rapid and widespread adoption. However, their powerful generative capabilities raise concerns about potential misuse for synthesizing harmful, private, or copyrighted content. To mitigate such risks, concept erasure techniques have em…

Cited by 0SourceScholar
2025

Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations

CVPR 2025poster

Prior research on out-of-distribution detection (OoDD) has primarily focused on single-modality models. Recently, with the advent of large-scale pretrained vision-language models such as CLIP, OoDD methods utilizing such multi-modal representations through zero-shot and prompt learning strategies ha…

2024

Exploring Modal Switch in Metamaterial-Based Robots

IROS 2024poster

Mechanical metamaterials are microscale patterned structures that are designed to have specific mechanical properties at a macro-scale that are atypical of natural materials. Robotic manipulators composed of these materials can exhibit deformation and motion capabilities that can be customized and e…

Cited by 0SourceScholar