# Architecture Performance Evaluation on PNAS search space CIFAR Source: [Architecture Performance Evaluation on PNAS search space CIFAR]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:34.575Z Evaluation of architecture performance estimation within the PNAS search space defined over CIFAR datasets, measured using Spearman Correlation. 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 | Architecture Performance Evaluation | | Dataset (including any stated split) | PNAS search space CIFAR | | Metric | Spearman Correlation | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Spearman Correlation](): Higher is better; unit: SCALAR. ## Recorded results | Method | Spearman Correlation | Result date | Report paper | | --- | --- | --- | --- | | FT-ScoreNet | 0.758 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | 0.723 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | 0.696 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | 0.682 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | 0.58 | Not recorded | 68fa70b01e209131cea4c95f | | Params | 0.541 | Not recorded | 68fa70b01e209131cea4c95f | | NASWOT | 0.496 | Not recorded | 68fa70b01e209131cea4c95f | | Zen-Score | 0.259 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | 0.116 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | 0.029 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | -0.091 | Not recorded | 68fa70b01e209131cea4c95f | ### FT-ScoreNet Spearman Correlation: 0.758. Result ID: 6991532f3a6c314849075235. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"Amoeba","Normalization":"V-Norm"}. This record does not assert independent reproduction. ### FT-ScoreNet Spearman Correlation: 0.723. Result ID: 6991532f3a6c314849075237. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"PNAS","Normalization":"V-Norm"}. This record does not assert independent reproduction. ### FT-ScoreNet Spearman Correlation: 0.696. Result ID: 6991532f3a6c314849075236. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"ENAS","Normalization":"V-Norm"}. This record does not assert independent reproduction. ### FT-ScoreNet Spearman Correlation: 0.682. Result ID: 6991532f3a6c314849075233. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"DARTS","Normalization":"V-Norm"}. This record does not assert independent reproduction. ### FT-ScoreNet Spearman Correlation: 0.58. Result ID: 6991532f3a6c314849075234. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"NASNet","Normalization":"V-Norm"}. This record does not assert independent reproduction. ### Params Spearman Correlation: 0.541. Result ID: 6991532f3a6c31484907523c. [Reporting paper]() Recorded evaluation configuration: {"Normalization":"V-Norm","Category":"Handcrafted"}. This record does not assert independent reproduction. ### NASWOT Spearman Correlation: 0.496. Result ID: 6991532f3a6c31484907523d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Normalization":"V-Norm","Category":"Handcrafted"}. This record does not assert independent reproduction. ### Zen-Score Spearman Correlation: 0.259. Result ID: 6991532f3a6c31484907523b. [Reporting paper]() Recorded evaluation configuration: {"Normalization":"V-Norm","Category":"Handcrafted"}. This record does not assert independent reproduction. ### FT-ScoreNet Spearman Correlation: 0.116. Result ID: 6991532f3a6c31484907523a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"Macro","Normalization":"V-Norm"}. This record does not assert independent reproduction. ### FT-ScoreNet Spearman Correlation: 0.029. Result ID: 6991532f3a6c314849075238. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"NB201","Normalization":"V-Norm"}. This record does not assert independent reproduction. ### FT-ScoreNet Spearman Correlation: -0.091. Result ID: 6991532f3a6c314849075239. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"NB101","Normalization":"V-Norm"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.