12How does adversarial training work, and what are its limits?▼mediumNewGoogle DeepMindMetaNVIDIA◆ premiumThe one defence that has held up in research, at a price. The scored answer explains the min-max objective and names the costs: accuracy, compute, and robustness only to the threat model trained on.Open full answer →
21Explain DP-SGD, its privacy and utility trade-off, and when differential privacy is the wrong tool.▼expertNewAppleGoogle DeepMindMeta◆ premiumDP gives a real guarantee with a real cost. The scored answer explains clipping, noise and accounting, then compares DP with cheaper controls for a concrete dataset.Open full answer →
25Why can adversarially robust models leak more membership information about their training data?▼expertNewGoogle DeepMindAppleMeta◆ premiumTwo security goals that pull against each other. The scored answer explains the mechanism, the evidence, and how to make the trade-off explicit in a design.Open full answer →