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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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2 results for “low-interaction”
ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharingcs.LG

AriaNN enables private deep learning with minimal interaction and reduced key sizes.

problem Private deep learning with minimal interaction and reduced key sizes.
method Semi-honest 2-party computation protocol with function secret sharing, optimized primitives for neural network operations.
result Efficient private comparison for ReLU operations with reduced key size and improved performance.
privacy-preservingdeep learningfunction secret sharingprivate federated learninglow-interaction
2020-06-08abs ↗pdf ↗