# Android malware detection on Transcendent Ramda feature space Source: [Android malware detection on Transcendent Ramda feature space]() Collection index: [llms.txt]() Data updated: 2026-03-23T10:14:01.831Z Evaluation of Android malware detection performance using metrics AUT, ΔBase, ΔIC, and ΔDCB on the Transcendent Ramda feature space dataset. 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 | Android malware detection | | Dataset (including any stated split) | Transcendent Ramda feature space | | Metric | AUT Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [AUT Score](): Higher is better; unit: SCALAR. - [Delta Base](): Higher is better; unit: SCALAR. - [Delta IC](): Higher is better; unit: SCALAR. - [Delta DCB](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUT Score | Result date | Report paper | | --- | --- | --- | --- | | DRMD | 66.39 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 65.5 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 65.03 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 63.46 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 63.34 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 62.9 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 62.64 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 62.58 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 62.22 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 62.12 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 61.92 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 60.81 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 60.78 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 60.6 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 60.2 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 60.14 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 59.89 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 59.77 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 58.29 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 57.74 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 55.39 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 53.41 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 52.55 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 52.22 | Not recorded | 68fa7ae71e209131cea85d16 | | DRMD | 50.46 | Not recorded | 68fa7ae71e209131cea85d16 | ### DRMD AUT Score: 66.39. Result ID: 69c1110247f34ce924a90958. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"400","Rej":"400"}. This record does not assert independent reproduction. ### DRMD AUT Score: 65.5. Result ID: 69c1110247f34ce924a90953. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"200","Rej":"400"}. This record does not assert independent reproduction. ### DRMD AUT Score: 65.03. Result ID: 69c1110247f34ce924a9094e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"100","Rej":"400"}. This record does not assert independent reproduction. ### DRMD AUT Score: 63.46. Result ID: 69c1110247f34ce924a90957. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"400","Rej":"200"}. This record does not assert independent reproduction. ### DRMD AUT Score: 63.34. Result ID: 69c1110247f34ce924a90956. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"400","Rej":"100"}. This record does not assert independent reproduction. ### DRMD AUT Score: 62.9. Result ID: 69c1110247f34ce924a90949. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"50","Rej":"400"}. This record does not assert independent reproduction. ### DRMD AUT Score: 62.64. Result ID: 69c1110247f34ce924a90951. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"200","Rej":"100"}. This record does not assert independent reproduction. ### DRMD AUT Score: 62.58. Result ID: 69c1110247f34ce924a90952. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"200","Rej":"200"}. This record does not assert independent reproduction. ### DRMD AUT Score: 62.22. Result ID: 69c1110247f34ce924a9094d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"100","Rej":"200"}. This record does not assert independent reproduction. ### DRMD AUT Score: 62.12. Result ID: 69c1110247f34ce924a90955. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"400","Rej":"50"}. This record does not assert independent reproduction. ### DRMD AUT Score: 61.92. Result ID: 69c1110247f34ce924a9094c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"100","Rej":"100"}. This record does not assert independent reproduction. ### DRMD AUT Score: 60.81. Result ID: 69c1110247f34ce924a90954. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"400","Rej":"0"}. This record does not assert independent reproduction. ### DRMD AUT Score: 60.78. Result ID: 69c1110247f34ce924a90950. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"200","Rej":"50"}. This record does not assert independent reproduction. ### DRMD AUT Score: 60.6. Result ID: 69c1110247f34ce924a9094b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"100","Rej":"50"}. This record does not assert independent reproduction. ### DRMD AUT Score: 60.2. Result ID: 69c1110247f34ce924a90948. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"50","Rej":"200"}. This record does not assert independent reproduction. ### DRMD AUT Score: 60.14. Result ID: 69c1110247f34ce924a9094f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"200","Rej":"0"}. This record does not assert independent reproduction. ### DRMD AUT Score: 59.89. Result ID: 69c1110247f34ce924a90947. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"50","Rej":"100"}. This record does not assert independent reproduction. ### DRMD AUT Score: 59.77. Result ID: 69c1110247f34ce924a9094a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"100","Rej":"0"}. This record does not assert independent reproduction. ### DRMD AUT Score: 58.29. Result ID: 69c1110247f34ce924a90946. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"50","Rej":"50"}. This record does not assert independent reproduction. ### DRMD AUT Score: 57.74. Result ID: 69c1110247f34ce924a90945. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"50","Rej":"0"}. This record does not assert independent reproduction. ### DRMD AUT Score: 55.39. Result ID: 69c1110247f34ce924a90944. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"0","Rej":"400"}. This record does not assert independent reproduction. ### DRMD AUT Score: 53.41. Result ID: 69c1110247f34ce924a90943. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"0","Rej":"200"}. This record does not assert independent reproduction. ### DRMD AUT Score: 52.55. Result ID: 69c1110247f34ce924a90942. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"0","Rej":"100"}. This record does not assert independent reproduction. ### DRMD AUT Score: 52.22. Result ID: 69c1110247f34ce924a90941. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"0","Rej":"50"}. This record does not assert independent reproduction. ### DRMD AUT Score: 50.46. Result ID: 69c1110247f34ce924a90940. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AL":"0","Rej":"0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.