# Model Intellectual Property Protection on Digit Datasets (MNIST, USPS, SVHN, MNIST-M) standard Source: [Model Intellectual Property Protection on Digit Datasets (MNIST, USPS, SVHN, MNIST-M) standard]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:30.393Z Evaluation of model robustness against intellectual property threats (e.g., extraction or inversion) across the combined standard set of digit datasets: MNIST, USPS, SVHN, and MNIST-M, measured using Source Drop and Target Drop metrics. 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 | Model Intellectual Property Protection | | Dataset (including any stated split) | Digit Datasets (MNIST, USPS, SVHN, MNIST-M) standard | | Metric | Source Drop | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 - [Source Drop](): Lower is better; unit: PERCENT. - [Target Drop](): Lower is better; unit: PERCENT. - [ST-D](): Lower is better; unit: SCALAR. ## Recorded results | Method | Source Drop | Result date | Report paper | | --- | --- | --- | --- | | SA-MAP | -0.8 | Not recorded | 68fa72791e209131cea56973 | | SA-MAP | -0.3 | Not recorded | 68fa72791e209131cea56973 | | NTL | -0.2 | Not recorded | 68fa72791e209131cea56973 | | CUTI | -0.1 | Not recorded | 68fa72791e209131cea56973 | | SA-MAP | -0.1 | Not recorded | 68fa72791e209131cea56973 | | SA-MAP | -0.1 | Not recorded | 68fa72791e209131cea56973 | | CUTI | 0 | Not recorded | 68fa72791e209131cea56973 | | SA-MAP | 0 | Not recorded | 68fa72791e209131cea56973 | | CUTI | 0.3 | Not recorded | 68fa72791e209131cea56973 | | CUTI | 0.3 | Not recorded | 68fa72791e209131cea56973 | | NTL | 0.8 | Not recorded | 68fa72791e209131cea56973 | | CUTI | 0.8 | Not recorded | 68fa72791e209131cea56973 | | NTL | 1 | Not recorded | 68fa72791e209131cea56973 | | NTL | 1.5 | Not recorded | 68fa72791e209131cea56973 | | NTL | 2 | Not recorded | 68fa72791e209131cea56973 | ### SA-MAP Source Drop: -0.8. Result ID: 69923b223a6c3148490d7d44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source":"SN","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### SA-MAP Source Drop: -0.3. Result ID: 69923b223a6c3148490d7d46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source":"Mean","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### NTL Source Drop: -0.2. Result ID: 69923b223a6c3148490d7d39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"US","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### CUTI Source Drop: -0.1. Result ID: 69923b223a6c3148490d7d3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source":"US","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### SA-MAP Source Drop: -0.1. Result ID: 69923b223a6c3148490d7d42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source":"MT","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### SA-MAP Source Drop: -0.1. Result ID: 69923b223a6c3148490d7d45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source":"MM","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### CUTI Source Drop: 0. Result ID: 69923b223a6c3148490d7d3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source":"MT","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### SA-MAP Source Drop: 0. Result ID: 69923b223a6c3148490d7d43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source":"US","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### CUTI Source Drop: 0.3. Result ID: 69923b223a6c3148490d7d3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source":"SN","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### CUTI Source Drop: 0.3. Result ID: 69923b223a6c3148490d7d41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source":"Mean","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### NTL Source Drop: 0.8. Result ID: 69923b223a6c3148490d7d3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"SN","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### CUTI Source Drop: 0.8. Result ID: 69923b223a6c3148490d7d40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source":"MM","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### NTL Source Drop: 1. Result ID: 69923b223a6c3148490d7d3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Mean","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### NTL Source Drop: 1.5. Result ID: 69923b223a6c3148490d7d38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"MT","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. ### NTL Source Drop: 2. Result ID: 69923b223a6c3148490d7d3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"MM","Evaluation Protocol":"source-available situation"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.