1. Privacy-Enhancing Technologies advanced

    A product lead at a super-app of Tencent/WeChat's shape says the new on-device keyboard model can ship without a consent flow because federated learning means the data never leaves the phone. You have ten minutes at the architecture review board. What do you say and what would you actually build?

    3 min answer federated-learningsecure-aggregationdifferential-privacyon-device-ml
  2. Privacy-Enhancing Technologies advanced

    A statistics team wants to publish counts from a sensitive dataset under differential privacy. Working from the way the US Census Bureau ran its 2020 disclosure avoidance system, estimate how the privacy budget constrains what can be published and which choice dominates the accuracy you end up with.

    3 min answer differential-privacycensusepsilonbudget
  3. Privacy-Enhancing Technologies advanced Multiple choice

    Two hospital groups want to measure whether a treatment pathway improves outcomes, using patient records neither may disclose to the other. The analysis needs per-patient linkage across both datasets. Which approach fits?

    3 min answer federated-analyticssecure-aggregationdifferential-privacyprivate-set-intersection
  4. Privacy-Enhancing Technologies advanced Multiple choice

    Two retailers want the size of their shared customer overlap and the average basket of that overlap group without either seeing the other's customer list. Which technique fits the requirement as stated?

    2 min answer psidifferential-privacyclean-roomhomomorphic-encryption
  5. Privacy-Enhancing Technologies advanced

    What do privacy-enhancing technologies actually enable, and what do they cost in practice?

    2 min answer privacy-techdifferential-privacyfederated-learninghomomorphic