# Spectral Risk Optimisation on DGP1 Student-t Source: [Spectral Risk Optimisation on DGP1 Student-t]() Collection index: [llms.txt]() Data updated: 2026-03-16T09:40:24.486Z Evaluation of algorithms on the DGP1 Student-t dataset focusing on Spectral Risk Optimisation performance, measured by metrics such as median difference, confidence intervals, and win rates. 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 | Spectral Risk Optimisation | | Dataset (including any stated split) | DGP1 Student-t | | Metric | Median Difference | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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 - [Median Difference](): Lower is better; unit: SCALAR. - [95% CI Magnitude](): Lower is better; unit: SCALAR. - [p-value (Holm)](): Lower is better; unit: SCALAR. - [r\_rb Score](): Higher is better; unit: SCALAR. - [Win Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Median Difference | Result date | Report paper | | --- | --- | --- | --- | | ACFS | 438 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 763 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 1332 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 2729 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 7083 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 15450 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 28429 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 31001 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 40506 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 69666 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 77770 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 82131 | Not recorded | 69b78e9d0636e5bf4afbdcbc | ### ACFS Median Difference: 438. Result ID: 69b7d00747f34ce9249fe0e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"λ":"0.90","Competitor":"GP-BO"}. This record does not assert independent reproduction. ### ACFS Median Difference: 763. Result ID: 69b7d00747f34ce9249fe0e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"λ":"0.50","Competitor":"GP-BO"}. This record does not assert independent reproduction. ### ACFS Median Difference: 1332. Result ID: 69b7d00747f34ce9249fe0e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"λ":"0.70","Competitor":"GP-BO"}. This record does not assert independent reproduction. ### ACFS Median Difference: 2729. Result ID: 69b7d00747f34ce9249fe0e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"λ":"0.50","Competitor":"CEM-SO"}. This record does not assert independent reproduction. ### ACFS Median Difference: 7083. Result ID: 69b7d00747f34ce9249fe0e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"λ":"0.70","Competitor":"CEM-SO"}. This record does not assert independent reproduction. ### ACFS Median Difference: 15450. Result ID: 69b7d00747f34ce9249fe0e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"λ":"0.90","Competitor":"CEM-SO"}. This record does not assert independent reproduction. ### ACFS Median Difference: 28429. Result ID: 69b7d00747f34ce9249fe0e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"λ":"0.50","Competitor":"SGD-CVaR"}. This record does not assert independent reproduction. ### ACFS Median Difference: 31001. Result ID: 69b7d00747f34ce9249fe0e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"λ":"0.70","Competitor":"SGD-CVaR"}. This record does not assert independent reproduction. ### ACFS Median Difference: 40506. Result ID: 69b7d00747f34ce9249fe0ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"λ":"0.90","Competitor":"SGD-CVaR"}. This record does not assert independent reproduction. ### ACFS Median Difference: 69666. Result ID: 69b7d00747f34ce9249fe0e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"λ":"0.50","Competitor":"KDE-SO"}. This record does not assert independent reproduction. ### ACFS Median Difference: 77770. Result ID: 69b7d00747f34ce9249fe0e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"λ":"0.70","Competitor":"KDE-SO"}. This record does not assert independent reproduction. ### ACFS Median Difference: 82131. Result ID: 69b7d00747f34ce9249fe0eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"λ":"0.90","Competitor":"KDE-SO"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.