Author

Chanwoo Kim

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#artificial intelligence Preprint Aug 2026

EvoSkill Injection: Red-Teaming Autonomous Skill Generation and Evolution in Self-Evolving Agents

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

#natural language process... Preprint Aug 2026

Beyond Consensus: Downward Bias and Role Asymmetry in Multi-Agent LLM Judges for Subjective Evaluation

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

#artificial intelligence Preprint Aug 2026

Delta2Gamma: Band-Wise Adaptive Contrastive Learning of EEG for Alzheimer's Disease Detection

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