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S. Muthineni

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Open access Aug 2026

PerceptionGuard: Privacy-Aware Split Inference for Multimodal Mobile Applications

PerceptionGuard is a four-layer split-inference architecture where on-device vision-language models (VLMs) handle privacy-sensitive perception and adaptive routing, sending only compact, privacy-preserving representations to cloud LLMs for higher-order reasoning.

S. Muthineni · 0 citations

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