19Model inversion, model extraction and attribute inference: what is the difference?▼mediumNewGoogle DeepMindAppleMeta◆ premiumThree attacks that all start with queries and end with something the owner did not intend to share. The scored answer separates them by what is stolen and maps each to its defence.Open full answer →
29How would you test whether a model update increased memorisation, and does a leak that needs thousands of queries matter?▼hardNewGoogle DeepMindOpenAIAnthropic◆ premiumGeneric leakage benchmarks will not tell you whether your customers' records got easier to extract. Planted canaries, matched controls and an attack-economics view of severity will.Open full answer →