# Distribution Fidelity on ACS Source: [Distribution Fidelity on ACS]() Collection index: [llms.txt]() Data updated: 2026-06-12T06:17:06.151Z Evaluation of model performance concerning Distribution Fidelity on the ACS dataset, measured using metrics such as WM, WF, BM, and BF. 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 | Distribution Fidelity | | Dataset (including any stated split) | ACS | | Metric | WM (Weighted Mean) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 28 of 28 | | 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 - [WM (Weighted Mean)](): Lower is better; unit: SCALAR. - [WF (Weighted Fraction)](): Lower is better; unit: SCALAR. - [BM (Bin Mean)](): Lower is better; unit: SCALAR. - [BF (Bin Fraction)](): Lower is better; unit: SCALAR. ## Recorded results | Method | WM (Weighted Mean) | Result date | Report paper | | --- | --- | --- | --- | | AIM | 1.41 | Not recorded | 6a2b92c3d33dfb23e783b21c | | AIM | 1.41 | Not recorded | 6a2b92c3d33dfb23e783b21c | | GreedyBayes | 1.48 | Not recorded | 6a2b92c3d33dfb23e783b21c | | AIM | 1.55 | Not recorded | 6a2b92c3d33dfb23e783b21c | | AIM | 1.95 | Not recorded | 6a2b92c3d33dfb23e783b21c | | GreedyBayes | 2.26 | Not recorded | 6a2b92c3d33dfb23e783b21c | | AIM | 2.57 | Not recorded | 6a2b92c3d33dfb23e783b21c | | AIM | 2.7 | Not recorded | 6a2b92c3d33dfb23e783b21c | | AIM | 2.86 | Not recorded | 6a2b92c3d33dfb23e783b21c | | PrivBayes | 3.16 | Not recorded | 6a2b92c3d33dfb23e783b21c | | AIM | 3.17 | Not recorded | 6a2b92c3d33dfb23e783b21c | | GreedyBayes | 3.25 | Not recorded | 6a2b92c3d33dfb23e783b21c | | GreedyBayes | 3.38 | Not recorded | 6a2b92c3d33dfb23e783b21c | | PrivBayes | 3.64 | Not recorded | 6a2b92c3d33dfb23e783b21c | | PrivBayes | 3.93 | Not recorded | 6a2b92c3d33dfb23e783b21c | | GreedyBayes | 4.18 | Not recorded | 6a2b92c3d33dfb23e783b21c | | MST | 4.81 | Not recorded | 6a2b92c3d33dfb23e783b21c | | MST | 4.81 | Not recorded | 6a2b92c3d33dfb23e783b21c | | MST | 4.84 | Not recorded | 6a2b92c3d33dfb23e783b21c | | PrivBayes | 5.3 | Not recorded | 6a2b92c3d33dfb23e783b21c | | MST | 5.62 | Not recorded | 6a2b92c3d33dfb23e783b21c | | PrivBayes | 5.64 | Not recorded | 6a2b92c3d33dfb23e783b21c | | GreedyBayes | 5.69 | Not recorded | 6a2b92c3d33dfb23e783b21c | | PrivBayes | 5.72 | Not recorded | 6a2b92c3d33dfb23e783b21c | | MST | 7.55 | Not recorded | 6a2b92c3d33dfb23e783b21c | | MST | 7.57 | Not recorded | 6a2b92c3d33dfb23e783b21c | | MST | 7.59 | Not recorded | 6a2b92c3d33dfb23e783b21c | | MST | 7.85 | Not recorded | 6a2b92c3d33dfb23e783b21c | ### AIM WM (Weighted Mean): 1.41. Result ID: 6a2ba3a5fbc373592c294d45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","epsilon":"10"}. This record does not assert independent reproduction. ### AIM WM (Weighted Mean): 1.41. Result ID: 6a2ba3a5fbc373592c294d47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","epsilon":"100"}. This record does not assert independent reproduction. ### GreedyBayes WM (Weighted Mean): 1.48. Result ID: 6a2ba3a5fbc373592c294d4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","rho":"4"}. This record does not assert independent reproduction. ### AIM WM (Weighted Mean): 1.55. Result ID: 6a2ba3a5fbc373592c294d49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","epsilon":"∞"}. This record does not assert independent reproduction. ### AIM WM (Weighted Mean): 1.95. Result ID: 6a2ba3a5fbc373592c294d44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","epsilon":"10"}. This record does not assert independent reproduction. ### GreedyBayes WM (Weighted Mean): 2.26. Result ID: 6a2ba3a5fbc373592c294d4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","rho":"3"}. This record does not assert independent reproduction. ### AIM WM (Weighted Mean): 2.57. Result ID: 6a2ba3a5fbc373592c294d43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","epsilon":"1"}. This record does not assert independent reproduction. ### AIM WM (Weighted Mean): 2.7. Result ID: 6a2ba3a5fbc373592c294d46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","epsilon":"100"}. This record does not assert independent reproduction. ### AIM WM (Weighted Mean): 2.86. Result ID: 6a2ba3a5fbc373592c294d42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","epsilon":"1"}. This record does not assert independent reproduction. ### PrivBayes WM (Weighted Mean): 3.16. Result ID: 6a2ba3a5fbc373592c294d5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","epsilon":"100"}. This record does not assert independent reproduction. ### AIM WM (Weighted Mean): 3.17. Result ID: 6a2ba3a5fbc373592c294d48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","epsilon":"∞"}. This record does not assert independent reproduction. ### GreedyBayes WM (Weighted Mean): 3.25. Result ID: 6a2ba3a5fbc373592c294d4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","rho":"4"}. This record does not assert independent reproduction. ### GreedyBayes WM (Weighted Mean): 3.38. Result ID: 6a2ba3a5fbc373592c294d4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","rho":"2"}. This record does not assert independent reproduction. ### PrivBayes WM (Weighted Mean): 3.64. Result ID: 6a2ba3a5fbc373592c294d5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","epsilon":"10"}. This record does not assert independent reproduction. ### PrivBayes WM (Weighted Mean): 3.93. Result ID: 6a2ba3a5fbc373592c294d5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","epsilon":"100"}. This record does not assert independent reproduction. ### GreedyBayes WM (Weighted Mean): 4.18. Result ID: 6a2ba3a5fbc373592c294d4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","rho":"3"}. This record does not assert independent reproduction. ### MST WM (Weighted Mean): 4.81. Result ID: 6a2ba3a5fbc373592c294d55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","epsilon":"100"}. This record does not assert independent reproduction. ### MST WM (Weighted Mean): 4.81. Result ID: 6a2ba3a5fbc373592c294d57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","epsilon":"∞"}. This record does not assert independent reproduction. ### MST WM (Weighted Mean): 4.84. Result ID: 6a2ba3a5fbc373592c294d53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","epsilon":"10"}. This record does not assert independent reproduction. ### PrivBayes WM (Weighted Mean): 5.3. Result ID: 6a2ba3a5fbc373592c294d5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","epsilon":"10"}. This record does not assert independent reproduction. ### MST WM (Weighted Mean): 5.62. Result ID: 6a2ba3a5fbc373592c294d51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","epsilon":"1"}. This record does not assert independent reproduction. ### PrivBayes WM (Weighted Mean): 5.64. Result ID: 6a2ba3a5fbc373592c294d59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"groupwise","epsilon":"1"}. This record does not assert independent reproduction. ### GreedyBayes WM (Weighted Mean): 5.69. Result ID: 6a2ba3a5fbc373592c294d4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","rho":"2"}. This record does not assert independent reproduction. ### PrivBayes WM (Weighted Mean): 5.72. Result ID: 6a2ba3a5fbc373592c294d58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","epsilon":"1"}. This record does not assert independent reproduction. ### MST WM (Weighted Mean): 7.55. Result ID: 6a2ba3a5fbc373592c294d56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","epsilon":"∞"}. This record does not assert independent reproduction. ### MST WM (Weighted Mean): 7.57. Result ID: 6a2ba3a5fbc373592c294d52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","epsilon":"10"}. This record does not assert independent reproduction. ### MST WM (Weighted Mean): 7.59. Result ID: 6a2ba3a5fbc373592c294d54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","epsilon":"100"}. This record does not assert independent reproduction. ### MST WM (Weighted Mean): 7.85. Result ID: 6a2ba3a5fbc373592c294d50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modeling Strategy":"population-wide","epsilon":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.