# Architecture Performance Ranking on ImageNet16-120 SSS NATS-Bench (non-stratified) Source: [Architecture Performance Ranking on ImageNet16-120 SSS NATS-Bench (non-stratified)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:49.098Z Evaluation of neural architecture ranking performance using the non-stratified split of the ImageNet-16-120 subset derived from NATS-Bench, measured by Mean Absolute 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 Ranking | | Dataset (including any stated split) | ImageNet16-120 SSS NATS-Bench (non-stratified) | | Metric | Mean Absolute Spearman Correlation | | Unit | SCALAR | | Direction | Higher 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 - [Mean Absolute Spearman Correlation](): Higher is better; unit: SCALAR. ## Recorded results | Method | Mean Absolute Spearman Correlation | Result date | Report paper | | --- | --- | --- | --- | | Synflow | 93.2 | Not recorded | 68fa75d31e209131cea6a0ef | | GM-2 | 93.1 | Not recorded | 68fa75d31e209131cea6a0ef | | ZiCo | 89.9 | Not recorded | 68fa75d31e209131cea6a0ef | | GM-3 | 87.7 | Not recorded | 68fa75d31e209131cea6a0ef | | Zen-NAS | 84.2 | Not recorded | 68fa75d31e209131cea6a0ef | | #Params | 82.9 | Not recorded | 68fa75d31e209131cea6a0ef | | EZNAS | 76 | Not recorded | 68fa75d31e209131cea6a0ef | | GM-1 | 68.6 | Not recorded | 68fa75d31e209131cea6a0ef | | NASWOT | 56.6 | Not recorded | 68fa75d31e209131cea6a0ef | | TE-NAS | 54.3 | Not recorded | 68fa75d31e209131cea6a0ef | | Gradnorm | 52.4 | Not recorded | 68fa75d31e209131cea6a0ef | | Random | 6.8 | Not recorded | 68fa75d31e209131cea6a0ef | ### Synflow Mean Absolute Spearman Correlation: 93.2. Result ID: 699401113a6c3148491a3b37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GM-2 Mean Absolute Spearman Correlation: 93.1. Result ID: 699401113a6c3148491a3b3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZiCo Mean Absolute Spearman Correlation: 89.9. Result ID: 699401113a6c3148491a3b3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GM-3 Mean Absolute Spearman Correlation: 87.7. Result ID: 699401113a6c3148491a3b40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Zen-NAS Mean Absolute Spearman Correlation: 84.2. Result ID: 699401113a6c3148491a3b3b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### #Params Mean Absolute Spearman Correlation: 82.9. Result ID: 699401113a6c3148491a3b36. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EZNAS Mean Absolute Spearman Correlation: 76. Result ID: 699401113a6c3148491a3b3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GM-1 Mean Absolute Spearman Correlation: 68.6. Result ID: 699401113a6c3148491a3b3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NASWOT Mean Absolute Spearman Correlation: 56.6. Result ID: 699401113a6c3148491a3b39. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TE-NAS Mean Absolute Spearman Correlation: 54.3. Result ID: 699401113a6c3148491a3b3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gradnorm Mean Absolute Spearman Correlation: 52.4. Result ID: 699401113a6c3148491a3b38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Mean Absolute Spearman Correlation: 6.8. Result ID: 699401113a6c3148491a3b35. [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.