# Spectral Risk Optimisation on DGP1 Source: [Spectral Risk Optimisation on DGP1]() Collection index: [llms.txt]() Data updated: 2026-03-16T09:40:24.560Z Evaluation of algorithms for Spectral Risk Optimisation applied to the DGP1 dataset, measured by metrics such as J\_med, J\_SD, and Gap percentage. 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 | | Metric | J\_med | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 - [J\_med](): Lower is better; unit: SCALAR. - [J\_SD](): Lower is better; unit: SCALAR. - [Gap Percentage](): Lower is better; unit: PERCENT. ## Recorded results | Method | J\_med | Result date | Report paper | | --- | --- | --- | --- | | GP-BO | 147284 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 148344 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | CEM-SO | 148872 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | SGD-CVaR | 175178 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | GP-BO | 178842 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 183661 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | CEM-SO | 195800 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | SGD-CVaR | 212139 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | KDE-SO | 217294 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | ACFS | 223405 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | GP-BO | 225628 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | CEM-SO | 243081 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | SGD-CVaR | 261606 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | KDE-SO | 266973 | Not recorded | 69b78e9d0636e5bf4afbdcbc | | KDE-SO | 324096 | Not recorded | 69b78e9d0636e5bf4afbdcbc | ### GP-BO J\_med: 147284. Result ID: 69b7d00747f34ce9249fe0f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"lambda":"0.50"}. This record does not assert independent reproduction. ### ACFS J\_med: 148344. Result ID: 69b7d00747f34ce9249fe0f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"lambda":"0.50"}. This record does not assert independent reproduction. ### CEM-SO J\_med: 148872. Result ID: 69b7d00747f34ce9249fe0fa. [Reporting paper]() Recorded evaluation configuration: {"lambda":"0.50"}. This record does not assert independent reproduction. ### SGD-CVaR J\_med: 175178. Result ID: 69b7d00747f34ce9249fe0fb. [Reporting paper]() Recorded evaluation configuration: {"lambda":"0.50"}. This record does not assert independent reproduction. ### GP-BO J\_med: 178842. Result ID: 69b7d00747f34ce9249fe0fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"lambda":"0.70"}. This record does not assert independent reproduction. ### ACFS J\_med: 183661. Result ID: 69b7d00747f34ce9249fe0fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"lambda":"0.70"}. This record does not assert independent reproduction. ### CEM-SO J\_med: 195800. Result ID: 69b7d00747f34ce9249fe0ff. [Reporting paper]() Recorded evaluation configuration: {"lambda":"0.70"}. This record does not assert independent reproduction. ### SGD-CVaR J\_med: 212139. Result ID: 69b7d00747f34ce9249fe100. [Reporting paper]() Recorded evaluation configuration: {"lambda":"0.70"}. This record does not assert independent reproduction. ### KDE-SO J\_med: 217294. Result ID: 69b7d00747f34ce9249fe0fc. [Reporting paper]() Recorded evaluation configuration: {"lambda":"0.50"}. This record does not assert independent reproduction. ### ACFS J\_med: 223405. Result ID: 69b7d00747f34ce9249fe102. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"lambda":"0.90"}. This record does not assert independent reproduction. ### GP-BO J\_med: 225628. Result ID: 69b7d00747f34ce9249fe103. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"lambda":"0.90"}. This record does not assert independent reproduction. ### CEM-SO J\_med: 243081. Result ID: 69b7d00747f34ce9249fe104. [Reporting paper]() Recorded evaluation configuration: {"lambda":"0.90"}. This record does not assert independent reproduction. ### SGD-CVaR J\_med: 261606. Result ID: 69b7d00747f34ce9249fe105. [Reporting paper]() Recorded evaluation configuration: {"lambda":"0.90"}. This record does not assert independent reproduction. ### KDE-SO J\_med: 266973. Result ID: 69b7d00747f34ce9249fe101. [Reporting paper]() Recorded evaluation configuration: {"lambda":"0.70"}. This record does not assert independent reproduction. ### KDE-SO J\_med: 324096. Result ID: 69b7d00747f34ce9249fe106. [Reporting paper]() Recorded evaluation configuration: {"lambda":"0.90"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.