# Blood Glucose Forecasting on OhioT1DM Combined (test) Source: [Blood Glucose Forecasting on OhioT1DM Combined (test)]() Collection index: [llms.txt]() Data updated: 2026-04-16T06:45:17.992Z Evaluation of models performing blood glucose forecasting using the OhioT1DM Combined test set, assessed using RMSE and MAE. 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 | Blood Glucose Forecasting | | Dataset (including any stated split) | OhioT1DM Combined (test) | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 14 of 14 | | 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 - [RMSE](): Lower is better; unit: SCALAR. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | GlucoNet+KD, {(128, 64)} | 10.03 | Not recorded | 68fa775c1e209131cea72b7e | | GlyRAG | 10.61 | Not recorded | 68fa775c1e209131cea72b7e | | TimesFM | 11.46 | Not recorded | 68fa775c1e209131cea72b7e | | PatchTST | 15.61 | Not recorded | 68fa775c1e209131cea72b7e | | Sequential-T | 16 | Not recorded | 68fa775c1e209131cea72b7e | | MTL-LSTM | 16.06 | Not recorded | 68fa775c1e209131cea72b7e | | Crossformer | 16.12 | Not recorded | 68fa775c1e209131cea72b7e | | iTransformer | 16.54 | Not recorded | 68fa775c1e209131cea72b7e | | TimeXer | 16.98 | Not recorded | 68fa775c1e209131cea72b7e | | Gluformer | 17.27 | Not recorded | 68fa775c1e209131cea72b7e | | GlySim | 17.5 | Not recorded | 68fa775c1e209131cea72b7e | | Recurrent Self-Attention | 17.82 | Not recorded | 68fa775c1e209131cea72b7e | | CNN-RNN | 18.8 | Not recorded | 68fa775c1e209131cea72b7e | | Transformer | 27.71 | Not recorded | 68fa775c1e209131cea72b7e | ### GlucoNet+KD, {(128, 64)} RMSE: 10.03. Result ID: 69e0856647f34ce924c930f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### GlyRAG RMSE: 10.61. Result ID: 69e0856647f34ce924c930ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Context"}. This record does not assert independent reproduction. ### TimesFM RMSE: 11.46. Result ID: 69e0856647f34ce924c930e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL"}. This record does not assert independent reproduction. ### PatchTST RMSE: 15.61. Result ID: 69e0856647f34ce924c930ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### Sequential-T RMSE: 16. Result ID: 69e0856647f34ce924c930f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### MTL-LSTM RMSE: 16.06. Result ID: 69e0856647f34ce924c930e7. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### Crossformer RMSE: 16.12. Result ID: 69e0856647f34ce924c930ec. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### iTransformer RMSE: 16.54. Result ID: 69e0856647f34ce924c930ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### TimeXer RMSE: 16.98. Result ID: 69e0856647f34ce924c930ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### Gluformer RMSE: 17.27. Result ID: 69e0856647f34ce924c930f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL"}. This record does not assert independent reproduction. ### GlySim RMSE: 17.5. Result ID: 69e0856647f34ce924c930e8. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### Recurrent Self-Attention RMSE: 17.82. Result ID: 69e0856647f34ce924c930e5. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### CNN-RNN RMSE: 18.8. Result ID: 69e0856647f34ce924c930e6. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs, Exercise"}. This record does not assert independent reproduction. ### Transformer RMSE: 27.71. Result ID: 69e0856647f34ce924c930eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.