# Digit Classification on MNIST (train) Source: [Digit Classification on MNIST (train)]() Collection index: [llms.txt]() Data updated: 2026-04-28T07:40:59.365Z Evaluation of multi-class digit classification performance on the training split of the MNIST dataset, reporting standard classification metrics like accuracy and cross-entropy loss. 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 | Multi-class digit classification | | Dataset (including any stated split) | MNIST (train) | | Metric | Cross-Entropy Loss | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [Cross-Entropy Loss](): Lower is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Cross-Entropy Loss | Result date | Report paper | | --- | --- | --- | --- | | LySep-CNN | 0.028 | Not recorded | 69f03ee555a3c32af89f9ea7 | | LySep-CNN | 0.0292 | Not recorded | 69f03ee555a3c32af89f9ea7 | | LySep-CNN | 0.0509 | Not recorded | 69f03ee555a3c32af89f9ea7 | | LySep-CNN | 0.0867 | Not recorded | 69f03ee555a3c32af89f9ea7 | | LySep-CNN | 0.0881 | Not recorded | 69f03ee555a3c32af89f9ea7 | | LySep-CNN | 0.0982 | Not recorded | 69f03ee555a3c32af89f9ea7 | | CE-CNN | 0.143 | Not recorded | 69f03ee555a3c32af89f9ea7 | | CE-CNN | 0.164 | Not recorded | 69f03ee555a3c32af89f9ea7 | | CE-CNN | 0.196 | Not recorded | 69f03ee555a3c32af89f9ea7 | | LySep-CNN | 0.202 | Not recorded | 69f03ee555a3c32af89f9ea7 | | CE-CNN | 0.209 | Not recorded | 69f03ee555a3c32af89f9ea7 | | LySep-CNN | 0.215 | Not recorded | 69f03ee555a3c32af89f9ea7 | | CE-CNN | 0.218 | Not recorded | 69f03ee555a3c32af89f9ea7 | | LySep-CNN | 0.232 | Not recorded | 69f03ee555a3c32af89f9ea7 | | CE-CNN | 0.26 | Not recorded | 69f03ee555a3c32af89f9ea7 | | CE-CNN | 0.279 | Not recorded | 69f03ee555a3c32af89f9ea7 | | CE-CNN | 0.304 | Not recorded | 69f03ee555a3c32af89f9ea7 | | CE-CNN | 0.324 | Not recorded | 69f03ee555a3c32af89f9ea7 | ### LySep-CNN Cross-Entropy Loss: 0.028. Result ID: 69f0648347f34ce924d5f9cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L1":"3","C":"4"}. This record does not assert independent reproduction. ### LySep-CNN Cross-Entropy Loss: 0.0292. Result ID: 69f0648347f34ce924d5f9c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L1":"2","C":"4"}. This record does not assert independent reproduction. ### LySep-CNN Cross-Entropy Loss: 0.0509. Result ID: 69f0648347f34ce924d5f9d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L1":"4","C":"4"}. This record does not assert independent reproduction. ### LySep-CNN Cross-Entropy Loss: 0.0867. Result ID: 69f0648347f34ce924d5f9c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L1":"2","C":"2"}. This record does not assert independent reproduction. ### LySep-CNN Cross-Entropy Loss: 0.0881. Result ID: 69f0648347f34ce924d5f9c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L1":"3","C":"2"}. This record does not assert independent reproduction. ### LySep-CNN Cross-Entropy Loss: 0.0982. Result ID: 69f0648347f34ce924d5f9cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L1":"4","C":"2"}. This record does not assert independent reproduction. ### CE-CNN Cross-Entropy Loss: 0.143. Result ID: 69f0648347f34ce924d5f9d0. [Reporting paper]() Recorded evaluation configuration: {"L1":"4","C":"4"}. This record does not assert independent reproduction. ### CE-CNN Cross-Entropy Loss: 0.164. Result ID: 69f0648347f34ce924d5f9ca. [Reporting paper]() Recorded evaluation configuration: {"L1":"3","C":"4"}. This record does not assert independent reproduction. ### CE-CNN Cross-Entropy Loss: 0.196. Result ID: 69f0648347f34ce924d5f9c4. [Reporting paper]() Recorded evaluation configuration: {"L1":"2","C":"4"}. This record does not assert independent reproduction. ### LySep-CNN Cross-Entropy Loss: 0.202. Result ID: 69f0648347f34ce924d5f9c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L1":"3","C":"1"}. This record does not assert independent reproduction. ### CE-CNN Cross-Entropy Loss: 0.209. Result ID: 69f0648347f34ce924d5f9ce. [Reporting paper]() Recorded evaluation configuration: {"L1":"4","C":"2"}. This record does not assert independent reproduction. ### LySep-CNN Cross-Entropy Loss: 0.215. Result ID: 69f0648347f34ce924d5f9c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L1":"2","C":"1"}. This record does not assert independent reproduction. ### CE-CNN Cross-Entropy Loss: 0.218. Result ID: 69f0648347f34ce924d5f9c8. [Reporting paper]() Recorded evaluation configuration: {"L1":"3","C":"2"}. This record does not assert independent reproduction. ### LySep-CNN Cross-Entropy Loss: 0.232. Result ID: 69f0648347f34ce924d5f9cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L1":"4","C":"1"}. This record does not assert independent reproduction. ### CE-CNN Cross-Entropy Loss: 0.26. Result ID: 69f0648347f34ce924d5f9c2. [Reporting paper]() Recorded evaluation configuration: {"L1":"2","C":"2"}. This record does not assert independent reproduction. ### CE-CNN Cross-Entropy Loss: 0.279. Result ID: 69f0648347f34ce924d5f9cc. [Reporting paper]() Recorded evaluation configuration: {"L1":"4","C":"1"}. This record does not assert independent reproduction. ### CE-CNN Cross-Entropy Loss: 0.304. Result ID: 69f0648347f34ce924d5f9c6. [Reporting paper]() Recorded evaluation configuration: {"L1":"3","C":"1"}. This record does not assert independent reproduction. ### CE-CNN Cross-Entropy Loss: 0.324. Result ID: 69f0648347f34ce924d5f9c0. [Reporting paper]() Recorded evaluation configuration: {"L1":"2","C":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.