# Blood Glucose Forecasting on OhioT1DM 2020 (test) Source: [Blood Glucose Forecasting on OhioT1DM 2020 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-16T06:45:17.967Z Evaluation of models performing blood glucose forecasting using the OhioT1DM 2020 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 2020 (test) | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 25 of 25 | | 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)} | 10.99 | Not recorded | 68fa775c1e209131cea72b7e | | GlucoNet+KD, {(128, 64)} | 16.13 | Not recorded | 68fa775c1e209131cea72b7e | | MTL-LSTM | 16.39 | Not recorded | 68fa775c1e209131cea72b7e | | CNN-RNN | 17.54 | Not recorded | 68fa775c1e209131cea72b7e | | GlucoNet+KD, {(128, 64)} | 17.89 | Not recorded | 68fa775c1e209131cea72b7e | | Deep Residual | 18.22 | Not recorded | 68fa775c1e209131cea72b7e | | Knowledge Distillation | 19.21 | Not recorded | 68fa775c1e209131cea72b7e | | GlyRAG | 20.22 | Not recorded | 68fa775c1e209131cea72b7e | | TimesFM | 21.71 | Not recorded | 68fa775c1e209131cea72b7e | | GLIMMER | 23.97 | Not recorded | 68fa775c1e209131cea72b7e | | GlySim | 24.2 | Not recorded | 68fa775c1e209131cea72b7e | | Crossformer | 24.73 | Not recorded | 68fa775c1e209131cea72b7e | | PatchTST | 24.89 | Not recorded | 68fa775c1e209131cea72b7e | | iTransformer | 26.41 | Not recorded | 68fa775c1e209131cea72b7e | | TimeXer | 26.64 | Not recorded | 68fa775c1e209131cea72b7e | | Gluformer | 27.14 | Not recorded | 68fa775c1e209131cea72b7e | | Recurrent Self-Attention | 28.54 | Not recorded | 68fa775c1e209131cea72b7e | | Sequential-T | 28.99 | Not recorded | 68fa775c1e209131cea72b7e | | MTL-LSTM | 30.89 | Not recorded | 68fa775c1e209131cea72b7e | | Transformer | 31.19 | Not recorded | 68fa775c1e209131cea72b7e | | Deep Residual | 31.66 | Not recorded | 68fa775c1e209131cea72b7e | | Knowledge Distillation | 31.77 | Not recorded | 68fa775c1e209131cea72b7e | | MTL-LSTM | 31.78 | Not recorded | 68fa775c1e209131cea72b7e | | CNN-RNN | 31.8 | Not recorded | 68fa775c1e209131cea72b7e | | CNN-RNN | 33.67 | Not recorded | 68fa775c1e209131cea72b7e | ### GlucoNet+KD, {(128, 64)} RMSE: 10.99. Result ID: 69e0856647f34ce924c930df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### GlucoNet+KD, {(128, 64)} RMSE: 16.13. Result ID: 69e0856647f34ce924c93101. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### MTL-LSTM RMSE: 16.39. Result ID: 69e0856647f34ce924c930de. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### CNN-RNN RMSE: 17.54. Result ID: 69e0856647f34ce924c930db. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### GlucoNet+KD, {(128, 64)} RMSE: 17.89. Result ID: 69e0856647f34ce924c930e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### Deep Residual RMSE: 18.22. Result ID: 69e0856647f34ce924c930dc. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, FG, BI, ToD, Carbs"}. This record does not assert independent reproduction. ### Knowledge Distillation RMSE: 19.21. Result ID: 69e0856647f34ce924c930dd. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### GlyRAG RMSE: 20.22. Result ID: 69e0856647f34ce924c930f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Context"}. This record does not assert independent reproduction. ### TimesFM RMSE: 21.71. Result ID: 69e0856647f34ce924c930f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL"}. This record does not assert independent reproduction. ### GLIMMER RMSE: 23.97. Result ID: 69e0856647f34ce924c930f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL"}. This record does not assert independent reproduction. ### GlySim RMSE: 24.2. Result ID: 69e0856647f34ce924c930f6. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### Crossformer RMSE: 24.73. Result ID: 69e0856647f34ce924c930fb. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### PatchTST RMSE: 24.89. Result ID: 69e0856647f34ce924c930fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### iTransformer RMSE: 26.41. Result ID: 69e0856647f34ce924c930fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### TimeXer RMSE: 26.64. Result ID: 69e0856647f34ce924c930fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### Gluformer RMSE: 27.14. Result ID: 69e0856647f34ce924c930ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL"}. This record does not assert independent reproduction. ### Recurrent Self-Attention RMSE: 28.54. Result ID: 69e0856647f34ce924c930f3. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### Sequential-T RMSE: 28.99. Result ID: 69e0856647f34ce924c93100. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### MTL-LSTM RMSE: 30.89. Result ID: 69e0856647f34ce924c930f5. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### Transformer RMSE: 31.19. Result ID: 69e0856647f34ce924c930fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### Deep Residual RMSE: 31.66. Result ID: 69e0856647f34ce924c930e1. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, FG, BI, ToD, Carbs"}. This record does not assert independent reproduction. ### Knowledge Distillation RMSE: 31.77. Result ID: 69e0856647f34ce924c930e2. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### MTL-LSTM RMSE: 31.78. Result ID: 69e0856647f34ce924c930e3. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction. ### CNN-RNN RMSE: 31.8. Result ID: 69e0856647f34ce924c930f4. [Reporting paper]() Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs, Exercise"}. This record does not assert independent reproduction. ### CNN-RNN RMSE: 33.67. Result ID: 69e0856647f34ce924c930e0. [Reporting 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.