# Neural Architecture Search on NAS Source: [Neural Architecture Search on NAS]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:32.786Z Evaluation of Neural Architecture Search performance using the NAS dataset, measured by the median normalized score. 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 | Neural Architecture Search | | Dataset (including any stated split) | NAS | | Metric | Median Normalized Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 Normalized Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Median Normalized Score | Result date | Report paper | | --- | --- | --- | --- | | CMA-ES | 0.591 | Not recorded | 68fa70cd1e209131cea4d3d0 | | NEMO | 0.568 | Not recorded | 68fa70cd1e209131cea4d3d0 | | GB | 0.559 | Not recorded | 68fa70cd1e209131cea4d3d0 | | BO-qEI | 0.544 | Not recorded | 68fa70cd1e209131cea4d3d0 | | COMs | 0.529 | Not recorded | 68fa70cd1e209131cea4d3d0 | | ROMA | 0.529 | Not recorded | 68fa70cd1e209131cea4d3d0 | | BDI | 0.517 | Not recorded | 68fa70cd1e209131cea4d3d0 | | tri-mentoring | 0.516 | Not recorded | 68fa70cd1e209131cea4d3d0 | | DE | 0.474 | Not recorded | 68fa70cd1e209131cea4d3d0 | | Grad | 0.443 | Not recorded | 68fa70cd1e209131cea4d3d0 | | D(best) | 0.436 | Not recorded | 68fa70cd1e209131cea4d3d0 | | MIN | 0.433 | Not recorded | 68fa70cd1e209131cea4d3d0 | | CbAS | 0.292 | Not recorded | 68fa70cd1e209131cea4d3d0 | | Auto.CbAS | 0.217 | Not recorded | 68fa70cd1e209131cea4d3d0 | | IOM | -0.083 | Not recorded | 68fa70cd1e209131cea4d3d0 | | REINFORCE | -1.895 | Not recorded | 68fa70cd1e209131cea4d3d0 | ### CMA-ES Median Normalized Score: 0.591. Result ID: 699142913a6c31484906dbd4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NEMO Median Normalized Score: 0.568. Result ID: 699142913a6c31484906dbde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GB Median Normalized Score: 0.559. Result ID: 699142913a6c31484906dbdb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BO-qEI Median Normalized Score: 0.544. Result ID: 699142913a6c31484906dbd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COMs Median Normalized Score: 0.529. Result ID: 699142913a6c31484906dbdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ROMA Median Normalized Score: 0.529. Result ID: 699142913a6c31484906dbdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BDI Median Normalized Score: 0.517. Result ID: 699142913a6c31484906dbe0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### tri-mentoring Median Normalized Score: 0.516. Result ID: 699142913a6c31484906dbe1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DE Median Normalized Score: 0.474. Result ID: 699142913a6c31484906dbda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Grad Median Normalized Score: 0.443. Result ID: 699142913a6c31484906dbd9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D(best) Median Normalized Score: 0.436. Result ID: 699142913a6c31484906dbd2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MIN Median Normalized Score: 0.433. Result ID: 699142913a6c31484906dbd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CbAS Median Normalized Score: 0.292. Result ID: 699142913a6c31484906dbd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Auto.CbAS Median Normalized Score: 0.217. Result ID: 699142913a6c31484906dbd7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IOM Median Normalized Score: -0.083. Result ID: 699142913a6c31484906dbdf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### REINFORCE Median Normalized Score: -1.895. Result ID: 699142913a6c31484906dbd5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.