Background/Objectives: Immune checkpoint inhibitors have substantially improved survival outcomes in non-small-cell lung cancer (NSCLC). However, survival heterogeneity across PD-L1-defined and other clinically relevant patient subgroups remains incompletely characterized, limiting subgroup-specific interpretation of p...
Heungjo Kim, Sungjae Lee, Hongjae Lee et al.· Pharmaceutics· 0 citations
A red-teaming framework for evaluating this threat model targeting the autonomous skill generation and evolution pipeline of self-evolving agents and shows that SARGE induces malicious skill formation and that injected skills are persistently stored and repeatedly activated, highlighting the risk of persistent capabili...
Doyun Kim, Chanwoo Kim, Sugyeong Eo et al.· 0 citations
It is demonstrated that multi-agent consensus can enforce artificial agreement at the expense of true human alignment at the expense of true human alignment, revealing a structural limitation in consensus-style, role-specialized MAD protocols for subjective scoring.
Mi-Ra Song, Chanwoo Kim, Sugyeong Eo et al.· 0 citations
Delta2Gamma, a self-supervised framework that learns EEG representations from unlabeled data by contrasting augmented views of each signal by decomposing every recording into the five canonical neural rhythms, separates Alzheimer's disease from cognitively normal controls with 92.4\% accuracy.
Chanwoo Park, Chanwoo Kim· 0 citations
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