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cs.CL2026
Bounded Personas Match Retrieval on Classification but Not Regression for a Frozen Agent
JaeHa Yoon, Minjun Park, Seoyeon Kim +3
A personalized language agent must convert a user's interaction history into behavior on each new request at inference time. Two strategies dominate. Retrieval pulls a few of the u…
cs.CL2026
SyRuP: Enhancing System-Prompt Following via Reward-Guided Prediction in LLM Decoding
Seoyeon Kim, Minjae Kang, Jaehyung Kim
Large Language Models (LLMs) are increasingly controlled through system prompts that specify roles, formats, and safety requirements. However, models follow these prompts only impl…
physics.optics2026
De-occluding broadband metalens
Seungwoo Yoon, Dohyun Kang, Eunsue Choi +9
Obstructions such as raindrops, fences, or dust degrade captured images, especially when mechanical cleaning is infeasible. Conventional solutions to obstructions rely on a bulky c…