# Weakly Supervised Classification on TCGA-BRCA Few-shot Source: [Weakly Supervised Classification on TCGA-BRCA Few-shot]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:33:25.370Z Evaluation of Weakly Supervised Classification performance on the few-shot setting of the TCGA-BRCA dataset, reporting ACC, AUC, and F1 Score. 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 | Weakly Supervised Classification | | Dataset (including any stated split) | TCGA-BRCA Few-shot | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MUSE | 88.23 | Not recorded | 699e81f36017c4460fface31 | | DSMIL | 88.03 | Not recorded | 699e81f36017c4460fface31 | | ViLa-MIL | 87.78 | Not recorded | 699e81f36017c4460fface31 | | CLAM-MB | 86.94 | Not recorded | 699e81f36017c4460fface31 | | FOCUS | 86.78 | Not recorded | 699e81f36017c4460fface31 | | ABMIL | 86.39 | Not recorded | 699e81f36017c4460fface31 | | WiKG | 85.91 | Not recorded | 699e81f36017c4460fface31 | | CLAM-SB | 85.85 | Not recorded | 699e81f36017c4460fface31 | | Top | 85.65 | Not recorded | 699e81f36017c4460fface31 | | Mean Pooling | 84.63 | Not recorded | 699e81f36017c4460fface31 | | MUSE | 84.37 | Not recorded | 699e81f36017c4460fface31 | | MUSE | 84.14 | Not recorded | 699e81f36017c4460fface31 | | ViLa-MIL | 83.92 | Not recorded | 699e81f36017c4460fface31 | | TransMIL | 83.89 | Not recorded | 699e81f36017c4460fface31 | | FOCUS | 83.02 | Not recorded | 699e81f36017c4460fface31 | | DSMIL | 82.63 | Not recorded | 699e81f36017c4460fface31 | | CLAM-SB | 81.92 | Not recorded | 699e81f36017c4460fface31 | | ViLa-MIL | 81.8 | Not recorded | 699e81f36017c4460fface31 | | WiKG | 81.44 | Not recorded | 699e81f36017c4460fface31 | | Top | 81.44 | Not recorded | 699e81f36017c4460fface31 | | Top | 80.96 | Not recorded | 699e81f36017c4460fface31 | | TransMIL | 80.9 | Not recorded | 699e81f36017c4460fface31 | | CLAM-MB | 80.7 | Not recorded | 699e81f36017c4460fface31 | | CLAM-MB | 80.7 | Not recorded | 699e81f36017c4460fface31 | | Max Pooling | 80.54 | Not recorded | 699e81f36017c4460fface31 | | FOCUS | 80.16 | Not recorded | 699e81f36017c4460fface31 | | TransMIL | 79.93 | Not recorded | 699e81f36017c4460fface31 | | WiKG | 79.83 | Not recorded | 699e81f36017c4460fface31 | | CLAM-SB | 79.8 | Not recorded | 699e81f36017c4460fface31 | | Mean Pooling | 79.48 | Not recorded | 699e81f36017c4460fface31 | | ABMIL | 79.42 | Not recorded | 699e81f36017c4460fface31 | | ABMIL | 79.22 | Not recorded | 699e81f36017c4460fface31 | | DSMIL | 78.71 | Not recorded | 699e81f36017c4460fface31 | | Max Pooling | 77.17 | Not recorded | 699e81f36017c4460fface31 | | Mean Pooling | 76.65 | Not recorded | 699e81f36017c4460fface31 | | Max Pooling | 76.55 | Not recorded | 699e81f36017c4460fface31 | ### MUSE Accuracy: 88.23. Result ID: 699eb9195698665ec487f847. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### DSMIL Accuracy: 88.03. Result ID: 699eb9195698665ec487f82f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### ViLa-MIL Accuracy: 87.78. Result ID: 699eb9195698665ec487f841. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### CLAM-MB Accuracy: 86.94. Result ID: 699eb9195698665ec487f835. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### FOCUS Accuracy: 86.78. Result ID: 699eb9195698665ec487f844. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### ABMIL Accuracy: 86.39. Result ID: 699eb9195698665ec487f82c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### WiKG Accuracy: 85.91. Result ID: 699eb9195698665ec487f83b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### CLAM-SB Accuracy: 85.85. Result ID: 699eb9195698665ec487f832. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### Top Accuracy: 85.65. Result ID: 699eb9195698665ec487f83e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### Mean Pooling Accuracy: 84.63. Result ID: 699eb9195698665ec487f826. [Reporting paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### MUSE Accuracy: 84.37. Result ID: 699eb9195698665ec487f846. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### MUSE Accuracy: 84.14. Result ID: 699eb9195698665ec487f845. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### ViLa-MIL Accuracy: 83.92. Result ID: 699eb9195698665ec487f840. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### TransMIL Accuracy: 83.89. Result ID: 699eb9195698665ec487f838. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### FOCUS Accuracy: 83.02. Result ID: 699eb9195698665ec487f843. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### DSMIL Accuracy: 82.63. Result ID: 699eb9195698665ec487f82e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### CLAM-SB Accuracy: 81.92. Result ID: 699eb9195698665ec487f831. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### ViLa-MIL Accuracy: 81.8. Result ID: 699eb9195698665ec487f83f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### WiKG Accuracy: 81.44. Result ID: 699eb9195698665ec487f83a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### Top Accuracy: 81.44. Result ID: 699eb9195698665ec487f83d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### Top Accuracy: 80.96. Result ID: 699eb9195698665ec487f83c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### TransMIL Accuracy: 80.9. Result ID: 699eb9195698665ec487f837. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### CLAM-MB Accuracy: 80.7. Result ID: 699eb9195698665ec487f833. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### CLAM-MB Accuracy: 80.7. Result ID: 699eb9195698665ec487f834. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### Max Pooling Accuracy: 80.54. Result ID: 699eb9195698665ec487f829. [Reporting paper]() Recorded evaluation configuration: {"Shots":"16-shot"}. This record does not assert independent reproduction. ### FOCUS Accuracy: 80.16. Result ID: 699eb9195698665ec487f842. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### TransMIL Accuracy: 79.93. Result ID: 699eb9195698665ec487f836. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### WiKG Accuracy: 79.83. Result ID: 699eb9195698665ec487f839. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### CLAM-SB Accuracy: 79.8. Result ID: 699eb9195698665ec487f830. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### Mean Pooling Accuracy: 79.48. Result ID: 699eb9195698665ec487f825. [Reporting paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### ABMIL Accuracy: 79.42. Result ID: 699eb9195698665ec487f82a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### ABMIL Accuracy: 79.22. Result ID: 699eb9195698665ec487f82b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. ### DSMIL Accuracy: 78.71. Result ID: 699eb9195698665ec487f82d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### Max Pooling Accuracy: 77.17. Result ID: 699eb9195698665ec487f827. [Reporting paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### Mean Pooling Accuracy: 76.65. Result ID: 699eb9195698665ec487f824. [Reporting paper]() Recorded evaluation configuration: {"Shots":"4-shot"}. This record does not assert independent reproduction. ### Max Pooling Accuracy: 76.55. Result ID: 699eb9195698665ec487f828. [Reporting paper]() Recorded evaluation configuration: {"Shots":"8-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.