# Functional Property Estimation on Synthetic Gamma Process Scenario B (sparsity {2, ..., 6}) Source: [Functional Property Estimation on Synthetic Gamma Process Scenario B (sparsity {2, ..., 6})]() Collection index: [llms.txt]() Data updated: 2026-04-07T07:25:48.376Z Evaluation of Functional Property Estimation performance on the Synthetic Gamma Process Scenario B dataset, focusing on sparsity levels {2, ..., 6}, measured using Mean Squared Error (MSE) variants. 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 | Functional Property Estimation | | Dataset (including any stated split) | Synthetic Gamma Process Scenario B, sparsity {2, ..., 6} | | Metric | MSE (MF) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [MSE (MF)](): Lower is better; unit: SCALAR. - [MSE (EF1)](): Lower is better; unit: SCALAR. - [MSE (EF2)](): Lower is better; unit: SCALAR. - [MSE (MDF)](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE (MF) | Result date | Report paper | | --- | --- | --- | --- | | Oracle | 0.05 | Not recorded | 68fa7abf1e209131cea84fbc | | Oracle | 0.06 | Not recorded | 68fa7abf1e209131cea84fbc | | GP | 0.08 | Not recorded | 68fa7abf1e209131cea84fbc | | KL | 0.08 | Not recorded | 68fa7abf1e209131cea84fbc | | Oracle | 0.09 | Not recorded | 68fa7abf1e209131cea84fbc | | KL | 0.09 | Not recorded | 68fa7abf1e209131cea84fbc | | GP | 0.09 | Not recorded | 68fa7abf1e209131cea84fbc | | SFM | 0.1 | Not recorded | 68fa7abf1e209131cea84fbc | | SFM | 0.1 | Not recorded | 68fa7abf1e209131cea84fbc | | GP | 0.11 | Not recorded | 68fa7abf1e209131cea84fbc | | KL | 0.11 | Not recorded | 68fa7abf1e209131cea84fbc | | SFM | 0.12 | Not recorded | 68fa7abf1e209131cea84fbc | | DSM | 0.43 | Not recorded | 68fa7abf1e209131cea84fbc | | DSM | 0.52 | Not recorded | 68fa7abf1e209131cea84fbc | | DSM | 0.59 | Not recorded | 68fa7abf1e209131cea84fbc | | FM | 0.69 | Not recorded | 68fa7abf1e209131cea84fbc | | FM | 0.78 | Not recorded | 68fa7abf1e209131cea84fbc | | FM | 0.81 | Not recorded | 68fa7abf1e209131cea84fbc | ### Oracle MSE (MF): 0.05. Result ID: 69d4b0eb47f34ce924bc1690. [Reporting paper]() Recorded evaluation configuration: {"n":"300"}. This record does not assert independent reproduction. ### Oracle MSE (MF): 0.06. Result ID: 69d4b0eb47f34ce924bc168a. [Reporting paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### GP MSE (MF): 0.08. Result ID: 69d4b0eb47f34ce924bc1687. [Reporting paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### KL MSE (MF): 0.08. Result ID: 69d4b0eb47f34ce924bc168e. [Reporting paper]() Recorded evaluation configuration: {"n":"300"}. This record does not assert independent reproduction. ### Oracle MSE (MF): 0.09. Result ID: 69d4b0eb47f34ce924bc1684. [Reporting paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### KL MSE (MF): 0.09. Result ID: 69d4b0eb47f34ce924bc1688. [Reporting paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### GP MSE (MF): 0.09. Result ID: 69d4b0eb47f34ce924bc168d. [Reporting paper]() Recorded evaluation configuration: {"n":"300"}. This record does not assert independent reproduction. ### SFM MSE (MF): 0.1. Result ID: 69d4b0eb47f34ce924bc1689. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### SFM MSE (MF): 0.1. Result ID: 69d4b0eb47f34ce924bc168f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"300"}. This record does not assert independent reproduction. ### GP MSE (MF): 0.11. Result ID: 69d4b0eb47f34ce924bc1681. [Reporting paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### KL MSE (MF): 0.11. Result ID: 69d4b0eb47f34ce924bc1682. [Reporting paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### SFM MSE (MF): 0.12. Result ID: 69d4b0eb47f34ce924bc1683. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### DSM MSE (MF): 0.43. Result ID: 69d4b0eb47f34ce924bc168b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"300"}. This record does not assert independent reproduction. ### DSM MSE (MF): 0.52. Result ID: 69d4b0eb47f34ce924bc1685. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### DSM MSE (MF): 0.59. Result ID: 69d4b0eb47f34ce924bc167f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### FM MSE (MF): 0.69. Result ID: 69d4b0eb47f34ce924bc168c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"300"}. This record does not assert independent reproduction. ### FM MSE (MF): 0.78. Result ID: 69d4b0eb47f34ce924bc1680. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### FM MSE (MF): 0.81. Result ID: 69d4b0eb47f34ce924bc1686. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.