# Dynamics Prediction on KG-LRI (train) Source: [Dynamics Prediction on KG-LRI (train)]() Collection index: [llms.txt]() Data updated: 2026-04-28T08:50:51.225Z Evaluation of dynamics prediction models on the training split of the KG-LRI dataset, measured by training 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 | Dynamics Prediction | | Dataset (including any stated split) | KG-LRI (train) | | Metric | Train Loss | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 - [Train Loss](): Lower is better; unit: SCALAR. ## Recorded results | Method | Train Loss | Result date | Report paper | | --- | --- | --- | --- | | NSSNN | 1.01 | Not recorded | 69f03f4b55a3c32af89fa2cf | | HGIN | 2.03 | Not recorded | 69f03f4b55a3c32af89fa2cf | | α-SGHN | 2.42 | Not recorded | 69f03f4b55a3c32af89fa2cf | | MLP | 2.5 | Not recorded | 69f03f4b55a3c32af89fa2cf | | HNN | 2.81 | Not recorded | 69f03f4b55a3c32af89fa2cf | | G-SympNet | 6.67 | Not recorded | 69f03f4b55a3c32af89fa2cf | | LA-SympNet | 6.94 | Not recorded | 69f03f4b55a3c32af89fa2cf | ### NSSNN Train Loss: 1.01. Result ID: 69f0742547f34ce924d674f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HGIN Train Loss: 2.03. Result ID: 69f0742547f34ce924d674f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### α-SGHN Train Loss: 2.42. Result ID: 69f0742547f34ce924d674f6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP Train Loss: 2.5. Result ID: 69f0742547f34ce924d674f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HNN Train Loss: 2.81. Result ID: 69f0742547f34ce924d674f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### G-SympNet Train Loss: 6.67. Result ID: 69f0742547f34ce924d674f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LA-SympNet Train Loss: 6.94. Result ID: 69f0742547f34ce924d674f5. [Reporting paper]() [Method origin 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.