# Image Classification on CIFAR-100 (Training and Proof Generation Timings) Source: [Image Classification on CIFAR-100 (Training and Proof Generation Timings)]() Collection index: [llms.txt]() Data updated: 2026-04-27T06:29:26.144Z Evaluation of Image Classification performance on the CIFAR-100 dataset, focusing on the time required for training, proof generation, and proof verification. 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 | Image Classification | | Dataset (including any stated split) | CIFAR-100 | | Metric | Training Time (s) | | Unit | TIME | | Direction | Lower 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 - [Training Time (s)](): Lower is better; unit: TIME. - [Training + Proof Generation Time (s)](): Lower is better; unit: TIME. - [Proof Generation Time (s)](): Lower is better; unit: TIME. - [Proof Verification Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | Training Time (s) | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 1653.78 | Not recorded | 68fa789a1e209131cea793d4 | | Baseline | 1691.38 | Not recorded | 68fa789a1e209131cea793d4 | | Baseline | 1763.65 | Not recorded | 68fa789a1e209131cea793d4 | | Baseline | 8402.83 | Not recorded | 68fa789a1e209131cea793d4 | | Baseline | 8945.56 | Not recorded | 68fa789a1e209131cea793d4 | | Baseline | 9340.34 | Not recorded | 68fa789a1e209131cea793d4 | ### Baseline Training Time (s): 1653.78. Result ID: 69ef011f47f34ce924d47334. [Reporting paper]() Recorded evaluation configuration: {"Watermark size (bit)":"1024","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Baseline Training Time (s): 1691.38. Result ID: 69ef011f47f34ce924d47330. [Reporting paper]() Recorded evaluation configuration: {"Watermark size (bit)":"2048","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Baseline Training Time (s): 1763.65. Result ID: 69ef011f47f34ce924d47338. [Reporting paper]() Recorded evaluation configuration: {"Watermark size (bit)":"512","Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Baseline Training Time (s): 8402.83. Result ID: 69ef011f47f34ce924d4733a. [Reporting paper]() Recorded evaluation configuration: {"Watermark size (bit)":"512","Backbone":"WideResNet"}. This record does not assert independent reproduction. ### Baseline Training Time (s): 8945.56. Result ID: 69ef011f47f34ce924d47336. [Reporting paper]() Recorded evaluation configuration: {"Watermark size (bit)":"1024","Backbone":"WideResNet"}. This record does not assert independent reproduction. ### Baseline Training Time (s): 9340.34. Result ID: 69ef011f47f34ce924d47332. [Reporting paper]() Recorded evaluation configuration: {"Watermark size (bit)":"2048","Backbone":"WideResNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.