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most citedVAULT: Vigilant Adversarial Updates via LLM-Driven Retrieval-Augmented Generation for NLI

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cs.LG2025

Boundary on the Table: Efficient Black-Box Decision-Based Attacks for Structured Data

Roie Kazoom, Yuval Ratzabi, Etamar Rothstein +1

Adversarial robustness in structured data remains an underexplored frontier compared to vision and language domains. In this work, we introduce a novel black-box, decision-based ad…

cs.LG2025★ 1 cited

VAULT: Vigilant Adversarial Updates via LLM-Driven Retrieval-Augmented Generation for NLI

Roie Kazoom, Ofir Cohen, Rami Puzis +2

We introduce VAULT, a fully automated adversarial RAG pipeline that systematically uncovers and remedies weaknesses in NLI models through three stages: retrieval, adversarial gener…