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Samsung, Docomo Verify AI-RAN Network Optimization

Before a user watching a video enters an area with weak signal strength, artificial intelligence predicts the degradation in quality in advance and alters the network settings.

  • Samsung and Docomo jointly verified AI-RAN technology for user-specific network optimization.
  • AI predicts signal degradation and adjusts configurations proactively.
  • Service transmission speed degradation reduced from 13.1% to 7.2% post-verification.

Can you run a GNN without anyone seeing the data? Journal of our experiments on privacy-preserving GNN inference on microcontrollers

I have been keenly interested in how to make Graph Neural Networks (GNN) run securely on resource-constrained devices. The question driving this work is deceptively simple: can three microcontrollers…

  • Researchers demonstrate privacy-preserving GNN inference on microcontrollers
  • Graph topology public, only node features and model weights protected
  • Secure matrix multiplication handled via Replicated Secret Sharing