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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Kaisheng Liang

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Open access Aug 2026

Perspective-Invariant Attack With Enhanced Transferability of Adversarial Examples

This work proposes a Perspective-Invariant Attack (PIA), which introduces a multi-DOF vertex sampling strategy that systematically covers the perspective transformation hierarchy from 2-DOF translation to 8-DOF projective mapping, and proposes PIA-Mix, a generic extension that maintains a complementary transformation pool and efficiently combines the authors' perspective transformation with auxiliary methods for improved transferability.

Kaisheng Liang, Yiming Cao, Bin Xiao · 0 citations

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