# Balanced classification on NICU and SEED Average Source: [Balanced classification on NICU and SEED Average]() Collection index: [llms.txt]() Data updated: 2026-04-14T07:00:29.089Z Evaluation of Balanced Classification performance across the combined NICU and SEED Average datasets, reporting results under Benign, Adversarial, Noisy, and Average conditions. 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 | Balanced classification | | Dataset (including any stated split) | NICU and SEED Average | | Metric | Benign Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [Benign Accuracy](): Higher is better; unit: PERCENT. - [Adv. Accuracy](): Higher is better; unit: PERCENT. - [Noisy Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Benign Accuracy | Result date | Report paper | | --- | --- | --- | --- | | PAT | 75.18 | Not recorded | 68fa777c1e209131cea73832 | | PAT | 74.4 | Not recorded | 68fa777c1e209131cea73832 | | JAN | 74.29 | Not recorded | 68fa777c1e209131cea73832 | | PAT | 74.21 | Not recorded | 68fa777c1e209131cea73832 | | DAN | 73.95 | Not recorded | 68fa777c1e209131cea73832 | | MCC | 73.73 | Not recorded | 68fa777c1e209131cea73832 | | SHOT | 73.72 | Not recorded | 68fa777c1e209131cea73832 | | CC | 73.7 | Not recorded | 68fa777c1e209131cea73832 | | DANN | 73.68 | Not recorded | 68fa777c1e209131cea73832 | | CDAN | 73.65 | Not recorded | 68fa777c1e209131cea73832 | | ENT | 73.58 | Not recorded | 68fa777c1e209131cea73832 | | MDD | 73.5 | Not recorded | 68fa777c1e209131cea73832 | | SHOT | 73.15 | Not recorded | 68fa777c1e209131cea73832 | | S+T | 73.08 | Not recorded | 68fa777c1e209131cea73832 | | CE | 72.97 | Not recorded | 68fa777c1e209131cea73832 | | MCC | 72.73 | Not recorded | 68fa777c1e209131cea73832 | | SHOT | 72.64 | Not recorded | 68fa777c1e209131cea73832 | | MME | 72.56 | Not recorded | 68fa777c1e209131cea73832 | | CC | 72.32 | Not recorded | 68fa777c1e209131cea73832 | | CC | 72.28 | Not recorded | 68fa777c1e209131cea73832 | | MCC | 72.25 | Not recorded | 68fa777c1e209131cea73832 | | ENT | 71.75 | Not recorded | 68fa777c1e209131cea73832 | | ENT | 71.52 | Not recorded | 68fa777c1e209131cea73832 | | MME | 71.23 | Not recorded | 68fa777c1e209131cea73832 | | CE | 71.19 | Not recorded | 68fa777c1e209131cea73832 | | MME | 67.78 | Not recorded | 68fa777c1e209131cea73832 | ### PAT Benign Accuracy: 75.18. Result ID: 69dde50347f34ce924c4c9a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Federated Source Free Transfer"}. This record does not assert independent reproduction. ### PAT Benign Accuracy: 74.4. Result ID: 69dde50347f34ce924c4c99a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Centralized Source Free Transfer"}. This record does not assert independent reproduction. ### JAN Benign Accuracy: 74.29. Result ID: 69dde50347f34ce924c4c9a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Transfer with Privacy preserved Source Data"}. This record does not assert independent reproduction. ### PAT Benign Accuracy: 74.21. Result ID: 69dde50347f34ce924c4c9ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transfer with Privacy preserved Source Data"}. This record does not assert independent reproduction. ### DAN Benign Accuracy: 73.95. Result ID: 69dde50347f34ce924c4c9a7. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Transfer with Privacy preserved Source Data"}. This record does not assert independent reproduction. ### MCC Benign Accuracy: 73.73. Result ID: 69dde50347f34ce924c4c997. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Centralized Source Free Transfer"}. This record does not assert independent reproduction. ### SHOT Benign Accuracy: 73.72. Result ID: 69dde50347f34ce924c4c998. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Centralized Source Free Transfer"}. This record does not assert independent reproduction. ### CC Benign Accuracy: 73.7. Result ID: 69dde50347f34ce924c4c999. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Centralized Source Free Transfer"}. This record does not assert independent reproduction. ### DANN Benign Accuracy: 73.68. Result ID: 69dde50347f34ce924c4c9a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transfer with Privacy preserved Source Data"}. This record does not assert independent reproduction. ### CDAN Benign Accuracy: 73.65. Result ID: 69dde50347f34ce924c4c9a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Transfer with Privacy preserved Source Data"}. This record does not assert independent reproduction. ### ENT Benign Accuracy: 73.58. Result ID: 69dde50347f34ce924c4c995. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Centralized Source Free Transfer"}. This record does not assert independent reproduction. ### MDD Benign Accuracy: 73.5. Result ID: 69dde50347f34ce924c4c9a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transfer with Privacy preserved Source Data"}. This record does not assert independent reproduction. ### SHOT Benign Accuracy: 73.15. Result ID: 69dde50347f34ce924c4c9ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Transfer with Privacy preserved Source Data"}. This record does not assert independent reproduction. ### S+T Benign Accuracy: 73.08. Result ID: 69dde50347f34ce924c4c9a2. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Transfer with Privacy preserved Source Data"}. This record does not assert independent reproduction. ### CE Benign Accuracy: 72.97. Result ID: 69dde50347f34ce924c4c994. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Centralized Source Free Transfer"}. This record does not assert independent reproduction. ### MCC Benign Accuracy: 72.73. Result ID: 69dde50347f34ce924c4c9aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Transfer with Privacy preserved Source Data"}. This record does not assert independent reproduction. ### SHOT Benign Accuracy: 72.64. Result ID: 69dde50347f34ce924c4c99f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Federated Source Free Transfer"}. This record does not assert independent reproduction. ### MME Benign Accuracy: 72.56. Result ID: 69dde50347f34ce924c4c9a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Transfer with Privacy preserved Source Data"}. This record does not assert independent reproduction. ### CC Benign Accuracy: 72.32. Result ID: 69dde50347f34ce924c4c9a0. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Federated Source Free Transfer"}. This record does not assert independent reproduction. ### CC Benign Accuracy: 72.28. Result ID: 69dde50347f34ce924c4c9ac. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Transfer with Privacy preserved Source Data"}. This record does not assert independent reproduction. ### MCC Benign Accuracy: 72.25. Result ID: 69dde50347f34ce924c4c99e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Federated Source Free Transfer"}. This record does not assert independent reproduction. ### ENT Benign Accuracy: 71.75. Result ID: 69dde50347f34ce924c4c99c. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Federated Source Free Transfer"}. This record does not assert independent reproduction. ### ENT Benign Accuracy: 71.52. Result ID: 69dde50347f34ce924c4c9a3. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Transfer with Privacy preserved Source Data"}. This record does not assert independent reproduction. ### MME Benign Accuracy: 71.23. Result ID: 69dde50347f34ce924c4c996. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Centralized Source Free Transfer"}. This record does not assert independent reproduction. ### CE Benign Accuracy: 71.19. Result ID: 69dde50347f34ce924c4c99b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Federated Source Free Transfer"}. This record does not assert independent reproduction. ### MME Benign Accuracy: 67.78. Result ID: 69dde50347f34ce924c4c99d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Federated Source Free Transfer"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.