# Architecture Performance Evaluation on Amoeba search space CIFAR Source: [Architecture Performance Evaluation on Amoeba search space CIFAR]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:34.550Z Evaluation of model performance prediction accuracy within the Amoeba search space configuration applied to CIFAR datasets, typically measured using rank correlation metrics like 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) | Amoeba 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 | 0.797 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | 0.755 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | 0.709 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | 0.704 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | 0.662 | Not recorded | 68fa70b01e209131cea4c95f | | Params | 0.343 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | 0.335 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | 0.289 | Not recorded | 68fa70b01e209131cea4c95f | | NASWOT | 0.276 | Not recorded | 68fa70b01e209131cea4c95f | | FT-ScoreNet | 0.22 | Not recorded | 68fa70b01e209131cea4c95f | | Zen-Score | -0.046 | Not recorded | 68fa70b01e209131cea4c95f | ### FT-ScoreNet Spearman Correlation: 0.797. Result ID: 6991532f3a6c31484907521f. [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: 0.755. Result ID: 6991532f3a6c314849075221. [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: 0.709. Result ID: 6991532f3a6c31484907521d. [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: 0.704. Result ID: 6991532f3a6c314849075220. [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: 0.662. Result ID: 6991532f3a6c31484907521e. [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: 0.343. Result ID: 6991532f3a6c314849075226. [Reporting paper]() Recorded evaluation configuration: {"Normalization":"V-Norm","Category":"Handcrafted"}. This record does not assert independent reproduction. ### FT-ScoreNet Spearman Correlation: 0.335. Result ID: 6991532f3a6c314849075222. [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: 0.289. Result ID: 6991532f3a6c314849075224. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"Macro","Normalization":"V-Norm"}. This record does not assert independent reproduction. ### NASWOT Spearman Correlation: 0.276. Result ID: 6991532f3a6c314849075227. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Normalization":"V-Norm","Category":"Handcrafted"}. This record does not assert independent reproduction. ### FT-ScoreNet Spearman Correlation: 0.22. Result ID: 6991532f3a6c314849075223. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"NB101","Normalization":"V-Norm"}. This record does not assert independent reproduction. ### Zen-Score Spearman Correlation: -0.046. Result ID: 6991532f3a6c314849075225. [Reporting paper]() Recorded evaluation configuration: {"Normalization":"V-Norm","Category":"Handcrafted"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.