# Node Classification on AmazonPhoto Imbalanced largest connected component (LCC) Source: [Node Classification on AmazonPhoto Imbalanced largest connected component (LCC)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:43.337Z Evaluation of Node Classification performance on the Largest Connected Component (LCC) subset of the imbalanced AmazonPhoto graph, typically measured by accuracy. 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 | Node classification | | Dataset (including any stated split) | AmazonPhoto Imbalanced largest connected component (LCC) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 2 of 2 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GIC | 90.4 | Not recorded | 68fa68551e209131cea1b8e9 | | DGI | 88.2 | Not recorded | 68fa68551e209131cea1b8e9 | ### GIC Accuracy: 90.4. Result ID: 698d6b378b517eb433215bfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Paradigm":"Unsupervised"}. This record does not assert independent reproduction. ### DGI Accuracy: 88.2. Result ID: 698d6b378b517eb433215bfb. [Reporting paper]() Recorded evaluation configuration: {"Learning Paradigm":"Unsupervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.