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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

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Yuting Li

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Preprint Aug 2026

Spectrum-Aware Bounds on Invertibility for Privacy-Enhancing Instance Encoding

A family of new bounds that are tighter, applicable even to fully deterministic encoders, and applicable even to fully deterministic encoders can extend beyond MSE to other norm-based similarity metrics, by properly accounting for the encoder's spectral structure.

Seokjin Hwang, Yuting Li, Kiwan Maeng · 0 citations

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