# Property Inference (Senior) on Smile Detection Downstream 10000 samples (train) Source: [Property Inference (Senior) on Smile Detection Downstream 10000 samples (train)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:19.709Z Evaluation of Property Inference performance at the Senior level using the 10,000 sample training split of the Smile Detection Downstream dataset, measured via AUC ratios. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Property Inference (Senior) | | Dataset (including any stated split) | Smile Detection Downstream 10000 samples (train) | | Metric | AUC (0.1% Ratio) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 2 of 2 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUC (0.1% Ratio)](): Higher is better; unit: SCALAR. - [AUC (1% Ratio)](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUC (0.1% Ratio) | Result date | Report paper | | --- | --- | --- | --- | | Manipulated Upstream Model (Zero-Activation Attack) | 0.89 | Not recorded | 68fa6ed41e209131cea42764 | | Normal Upstream Model | 0.59 | Not recorded | 68fa6ed41e209131cea42764 | ### Manipulated Upstream Model (Zero-Activation Attack) AUC (0.1% Ratio): 0.89. Result ID: 699062483a6c314849002810. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Upstream Task":"ImageNet Classification","Target Property":"Senior"}. This record does not assert independent reproduction. ### Normal Upstream Model AUC (0.1% Ratio): 0.59. Result ID: 699062483a6c31484900280f. [Reporting paper]() Recorded evaluation configuration: {"Upstream Task":"ImageNet Classification","Target Property":"Senior"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.