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I. Malashin

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Book Open access Nov 2026

TrustLift: When Images Make False Claims Look True

Multimodal verification systems may assign high confidence to misleading claims when an associated image is visually plausible but does not provide valid evidence. This paper introduces TrustLift, a lightweight framework for detecting such false-reassurance errors and selectively referring risky cases for review. The m...

Alexey S. Borodulin, I. Masich, V. Tynchenko et al. · 0 citations
Review Open access Sep 2026

VeriCrypt-Agent: Evidence-Grounded Multi-Agent Verification for Cryptographic Dependency Updates

VeriCrypt-Agent is presented, an evidence-grounded workflow for bounded-autonomy cryptographic maintenance that combines a frozen snapshot of release/advisory evidence, a public catalog of project-level executable probes, cross-version execution under old and candidate dependency versions, role-specialized LLM reasonin...

V. Tynchenko, Alexey S. Borodulin, Dmitriy Martysyuk et al. · 0 citations

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