Subin Kim
1 indexed paper
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126
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Crypto×1NLP×1
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Research Timeline
2026
Membrane: A Self-Evolving Contrastive Safety Memory for LLM Agent Defense
Membrane introduces a self-evolving guardrail using Contrastive Safety Memory (CSM) that generalizes across topical jailbreak variants, achieving superior safety performance while minimizing benign refusal rates.
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Papers
cs.CRcs.CLRecentJun 4, 2026
Membrane: A Self-Evolving Contrastive Safety Memory for LLM Agent Defense
Minseok Choi, Seungbin Yang, Dongjin Kim, Subin Kim +4 more
Membrane introduces a self-evolving guardrail using Contrastive Safety Memory (CSM) that generalizes across topical jailbreak variants, achieving superior safety performance while minimizing benign re…
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