Author

Subin Kim

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#natural language process... Jun 2026

Membrane: A Self-Evolving Contrastive Safety Memory for LLM Agent Defense

Across model-level safety on HarmBench and agent-level safety on AgentHarm, Membrane achieves the highest F1 on all six modern jailbreak attacks, and benign refusal on AgentHarm stays at 7-14%, well below the 28-85% range of prior guards.

Minseok Choi, Seung-Moo Yang, Dongjin Kim et al. · arXiv.org · 2 citations

Jul 2026

S3: Sequential Self-feeding Slot Prediction for Explainable Cognitive Reframing in Task-Oriented Dialogue

It is suggested that cognitive-theoretic structure is central to robust therapeutic state tracking, offering a practical path toward lightweight, interpretable, and clinically accountable AI systems for CBT-based counseling.

Subin Kim, Hoonrae Kim, G. G. Lee · ACM Transactions on Computin... · 0 citations