~/talk

Keynote: A Secure Collaborative Learning Platform

on YouTube 10m
Talkat Ray Summit 2020 · on Thursday, 2020-10-01· at 16:00· Virtual, Virtual· [security]

speaker

name:Raluca Ada Popa
links:none on file

resources

video:https://youtu.be/4kvTh4JIxp8
slides:none on file

summary

MC^2 is an open-source platform that runs secure collaborative learning by combining Python DSL policy-aware workflows with two execution backends MPC and hardware enclaves. It implements optimized cryptographic protocols for tasks like CNN inference and oblivious algorithms to mitigate enclave side channels. Deployments include used by IBM, Alibaba, Microsoft, Scotiabank for medical, financial, telecom and anti‑money‑laundering pipelines, and reported results show practical performance tradeoffs choosing MPC versus enclaves.

AI-written summary · about

chapters (5)

  1. 0:00The need for secure learning
  2. 2:08Introducing MC2 platform
  3. 3:52Technological foundations
  4. 6:40Overcoming technical trade-offs
  5. 8:49Adoption and future outlook

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