# Functional Property Estimation on Synthetic Gamma Process Scenario B (sparsity {6, ..., 10}) Source: [Functional Property Estimation on Synthetic Gamma Process Scenario B (sparsity {6, ..., 10})]() Collection index: [llms.txt]() Data updated: 2026-04-07T07:25:48.408Z Evaluation of model performance on estimating functional properties using Mean Squared Error variants (MF, EF1, EF2, MDF) on the Synthetic Gamma Process Scenario B dataset configured with sparsity levels ranging from 6 to 10. 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 {6, ..., 10} | | 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 | 0.04 | Not recorded | 68fa7abf1e209131cea84fbc | | Oracle | 0.05 | Not recorded | 68fa7abf1e209131cea84fbc | | Oracle | 0.07 | Not recorded | 68fa7abf1e209131cea84fbc | | GP | 0.08 | Not recorded | 68fa7abf1e209131cea84fbc | | KL | 0.08 | Not recorded | 68fa7abf1e209131cea84fbc | | GP | 0.08 | Not recorded | 68fa7abf1e209131cea84fbc | | KL | 0.08 | Not recorded | 68fa7abf1e209131cea84fbc | | SFM | 0.08 | Not recorded | 68fa7abf1e209131cea84fbc | | GP | 0.09 | Not recorded | 68fa7abf1e209131cea84fbc | | SFM | 0.09 | Not recorded | 68fa7abf1e209131cea84fbc | | KL | 0.1 | Not recorded | 68fa7abf1e209131cea84fbc | | SFM | 0.1 | Not recorded | 68fa7abf1e209131cea84fbc | | DSM | 0.24 | Not recorded | 68fa7abf1e209131cea84fbc | | DSM | 0.28 | Not recorded | 68fa7abf1e209131cea84fbc | | DSM | 0.28 | Not recorded | 68fa7abf1e209131cea84fbc | | FM | 0.37 | Not recorded | 68fa7abf1e209131cea84fbc | | FM | 0.39 | Not recorded | 68fa7abf1e209131cea84fbc | | FM | 0.51 | Not recorded | 68fa7abf1e209131cea84fbc | ### Oracle MSE (MF): 0.04. Result ID: 69d4b0eb47f34ce924bc16a2. [Reporting paper]() Recorded evaluation configuration: {"n":"300"}. This record does not assert independent reproduction. ### Oracle MSE (MF): 0.05. Result ID: 69d4b0eb47f34ce924bc169c. [Reporting paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### Oracle MSE (MF): 0.07. Result ID: 69d4b0eb47f34ce924bc1696. [Reporting paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### GP MSE (MF): 0.08. Result ID: 69d4b0eb47f34ce924bc1699. [Reporting paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### KL MSE (MF): 0.08. Result ID: 69d4b0eb47f34ce924bc169a. [Reporting paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### GP MSE (MF): 0.08. Result ID: 69d4b0eb47f34ce924bc169f. [Reporting paper]() Recorded evaluation configuration: {"n":"300"}. This record does not assert independent reproduction. ### KL MSE (MF): 0.08. Result ID: 69d4b0eb47f34ce924bc16a0. [Reporting paper]() Recorded evaluation configuration: {"n":"300"}. This record does not assert independent reproduction. ### SFM MSE (MF): 0.08. Result ID: 69d4b0eb47f34ce924bc16a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"300"}. This record does not assert independent reproduction. ### GP MSE (MF): 0.09. Result ID: 69d4b0eb47f34ce924bc1693. [Reporting paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### SFM MSE (MF): 0.09. Result ID: 69d4b0eb47f34ce924bc169b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### KL MSE (MF): 0.1. Result ID: 69d4b0eb47f34ce924bc1694. [Reporting paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### SFM MSE (MF): 0.1. Result ID: 69d4b0eb47f34ce924bc1695. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### DSM MSE (MF): 0.24. Result ID: 69d4b0eb47f34ce924bc1697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### DSM MSE (MF): 0.28. Result ID: 69d4b0eb47f34ce924bc1691. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### DSM MSE (MF): 0.28. Result ID: 69d4b0eb47f34ce924bc169d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"300"}. This record does not assert independent reproduction. ### FM MSE (MF): 0.37. Result ID: 69d4b0eb47f34ce924bc1692. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### FM MSE (MF): 0.39. Result ID: 69d4b0eb47f34ce924bc169e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"300"}. This record does not assert independent reproduction. ### FM MSE (MF): 0.51. Result ID: 69d4b0eb47f34ce924bc1698. [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.