# Classification on stock Source: [Classification on stock]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:30.135Z Evaluation of Classification performance on the stock dataset, measured using Balanced Accuracy. 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 | Classification | | Dataset (including any stated split) | stock | | Metric | Balanced Acc | | 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 - [Balanced Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Balanced Acc | Result date | Report paper | | --- | --- | --- | --- | | SMOTE | 91.11 | Not recorded | 68fa758d1e209131cea688e6 | | TabPFGen | 91.09 | Not recorded | 68fa758d1e209131cea688e6 | | TabEBM | 91.07 | Not recorded | 68fa758d1e209131cea688e6 | | TabEBM | 90.58 | Not recorded | 68fa758d1e209131cea688e6 | | TabPFGen | 90.13 | Not recorded | 68fa758d1e209131cea688e6 | | TabDDPM | 89.92 | Not recorded | 68fa758d1e209131cea688e6 | | SMOTE | 89.63 | Not recorded | 68fa758d1e209131cea688e6 | | TabEBM | 88.49 | Not recorded | 68fa758d1e209131cea688e6 | | TabDDPM | 88.27 | Not recorded | 68fa758d1e209131cea688e6 | | TabPFGen | 88.09 | Not recorded | 68fa758d1e209131cea688e6 | | SMOTE | 87.43 | Not recorded | 68fa758d1e209131cea688e6 | | TabDDPM | 85.99 | Not recorded | 68fa758d1e209131cea688e6 | | ARF | 85.66 | Not recorded | 68fa758d1e209131cea688e6 | | TVAE | 84.05 | Not recorded | 68fa758d1e209131cea688e6 | | ARF | 84.02 | Not recorded | 68fa758d1e209131cea688e6 | | TabEBM | 83.6 | Not recorded | 68fa758d1e209131cea688e6 | | TabPFGen | 82.55 | Not recorded | 68fa758d1e209131cea688e6 | | CTGAN | 82.12 | Not recorded | 68fa758d1e209131cea688e6 | | SMOTE | 81.62 | Not recorded | 68fa758d1e209131cea688e6 | | TVAE | 81.18 | Not recorded | 68fa758d1e209131cea688e6 | | CTGAN | 78.44 | Not recorded | 68fa758d1e209131cea688e6 | | ARF | 78.38 | Not recorded | 68fa758d1e209131cea688e6 | | TVAE | 76.07 | Not recorded | 68fa758d1e209131cea688e6 | | TabDDPM | 75.94 | Not recorded | 68fa758d1e209131cea688e6 | | NFLOW | 75.44 | Not recorded | 68fa758d1e209131cea688e6 | | NFLOW | 72.05 | Not recorded | 68fa758d1e209131cea688e6 | | NFLOW | 70.61 | Not recorded | 68fa758d1e209131cea688e6 | | TVAE | 69.35 | Not recorded | 68fa758d1e209131cea688e6 | | CTGAN | 69.12 | Not recorded | 68fa758d1e209131cea688e6 | | NFLOW | 67.05 | Not recorded | 68fa758d1e209131cea688e6 | | ARF | 64.16 | Not recorded | 68fa758d1e209131cea688e6 | | CTGAN | 51.71 | Not recorded | 68fa758d1e209131cea688e6 | | GOGGLE | 51.07 | Not recorded | 68fa758d1e209131cea688e6 | | GOGGLE | 49.74 | Not recorded | 68fa758d1e209131cea688e6 | | GOGGLE | 49.74 | Not recorded | 68fa758d1e209131cea688e6 | | GOGGLE | 48.55 | Not recorded | 68fa758d1e209131cea688e6 | ### SMOTE Balanced Acc: 91.11. Result ID: 6993c64b3a6c3148491869f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"200"}. This record does not assert independent reproduction. ### TabPFGen Balanced Acc: 91.09. Result ID: 6993c64b3a6c3148491869fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"200"}. This record does not assert independent reproduction. ### TabEBM Balanced Acc: 91.07. Result ID: 6993c64b3a6c3148491869fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"200"}. This record does not assert independent reproduction. ### TabEBM Balanced Acc: 90.58. Result ID: 6993c64b3a6c3148491869f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"100"}. This record does not assert independent reproduction. ### TabPFGen Balanced Acc: 90.13. Result ID: 6993c64b3a6c3148491869f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"100"}. This record does not assert independent reproduction. ### TabDDPM Balanced Acc: 89.92. Result ID: 6993c64b3a6c3148491869f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"200"}. This record does not assert independent reproduction. ### SMOTE Balanced Acc: 89.63. Result ID: 6993c64b3a6c3148491869ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"100"}. This record does not assert independent reproduction. ### TabEBM Balanced Acc: 88.49. Result ID: 6993c64b3a6c3148491869e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"50"}. This record does not assert independent reproduction. ### TabDDPM Balanced Acc: 88.27. Result ID: 6993c64b3a6c3148491869ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"100"}. This record does not assert independent reproduction. ### TabPFGen Balanced Acc: 88.09. Result ID: 6993c64b3a6c3148491869e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"50"}. This record does not assert independent reproduction. ### SMOTE Balanced Acc: 87.43. Result ID: 6993c64b3a6c3148491869e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"50"}. This record does not assert independent reproduction. ### TabDDPM Balanced Acc: 85.99. Result ID: 6993c64b3a6c3148491869e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"50"}. This record does not assert independent reproduction. ### ARF Balanced Acc: 85.66. Result ID: 6993c64b3a6c3148491869f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"200"}. This record does not assert independent reproduction. ### TVAE Balanced Acc: 84.05. Result ID: 6993c64b3a6c3148491869f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N\_real":"200"}. This record does not assert independent reproduction. ### ARF Balanced Acc: 84.02. Result ID: 6993c64b3a6c3148491869ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"100"}. This record does not assert independent reproduction. ### TabEBM Balanced Acc: 83.6. Result ID: 6993c64b3a6c3148491869e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"20"}. This record does not assert independent reproduction. ### TabPFGen Balanced Acc: 82.55. Result ID: 6993c64b3a6c3148491869df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"20"}. This record does not assert independent reproduction. ### CTGAN Balanced Acc: 82.12. Result ID: 6993c64b3a6c3148491869f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N\_real":"200"}. This record does not assert independent reproduction. ### SMOTE Balanced Acc: 81.62. Result ID: 6993c64b3a6c3148491869d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"20"}. This record does not assert independent reproduction. ### TVAE Balanced Acc: 81.18. Result ID: 6993c64b3a6c3148491869eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N\_real":"100"}. This record does not assert independent reproduction. ### CTGAN Balanced Acc: 78.44. Result ID: 6993c64b3a6c3148491869ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N\_real":"100"}. This record does not assert independent reproduction. ### ARF Balanced Acc: 78.38. Result ID: 6993c64b3a6c3148491869e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"50"}. This record does not assert independent reproduction. ### TVAE Balanced Acc: 76.07. Result ID: 6993c64b3a6c3148491869e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N\_real":"50"}. This record does not assert independent reproduction. ### TabDDPM Balanced Acc: 75.94. Result ID: 6993c64b3a6c3148491869dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"20"}. This record does not assert independent reproduction. ### NFLOW Balanced Acc: 75.44. Result ID: 6993c64b3a6c3148491869f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"200"}. This record does not assert independent reproduction. ### NFLOW Balanced Acc: 72.05. Result ID: 6993c64b3a6c3148491869ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"100"}. This record does not assert independent reproduction. ### NFLOW Balanced Acc: 70.61. Result ID: 6993c64b3a6c3148491869e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"50"}. This record does not assert independent reproduction. ### TVAE Balanced Acc: 69.35. Result ID: 6993c64b3a6c3148491869d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N\_real":"20"}. This record does not assert independent reproduction. ### CTGAN Balanced Acc: 69.12. Result ID: 6993c64b3a6c3148491869e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N\_real":"50"}. This record does not assert independent reproduction. ### NFLOW Balanced Acc: 67.05. Result ID: 6993c64b3a6c3148491869db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"20"}. This record does not assert independent reproduction. ### ARF Balanced Acc: 64.16. Result ID: 6993c64b3a6c3148491869dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N\_real":"20"}. This record does not assert independent reproduction. ### CTGAN Balanced Acc: 51.71. Result ID: 6993c64b3a6c3148491869da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N\_real":"20"}. This record does not assert independent reproduction. ### GOGGLE Balanced Acc: 51.07. Result ID: 6993c64b3a6c3148491869f0. [Reporting paper]() Recorded evaluation configuration: {"N\_real":"100"}. This record does not assert independent reproduction. ### GOGGLE Balanced Acc: 49.74. Result ID: 6993c64b3a6c3148491869e7. [Reporting paper]() Recorded evaluation configuration: {"N\_real":"50"}. This record does not assert independent reproduction. ### GOGGLE Balanced Acc: 49.74. Result ID: 6993c64b3a6c3148491869f9. [Reporting paper]() Recorded evaluation configuration: {"N\_real":"200"}. This record does not assert independent reproduction. ### GOGGLE Balanced Acc: 48.55. Result ID: 6993c64b3a6c3148491869de. [Reporting paper]() Recorded evaluation configuration: {"N\_real":"20"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.