AntTech
Aug 21, 2025 · Artificial Intelligence
How Can We Achieve Efficient Privacy-Preserving Machine Learning? A Cross‑Layer Review
This systematic review, authored by Peking University and Ant Group researchers, examines efficient privacy‑preserving machine learning (PPML) across protocol, model, and system layers, identifies key optimization challenges, proposes a unified cross‑layer perspective, and outlines future research directions for large‑model privacy and performance.
Cross-Layer OptimizationEfficient MLMachine Learning Security
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