# Graph Generation on Vertex-labeled Synthetic Graphs (test) Source: [Graph Generation on Vertex-labeled Synthetic Graphs (test)]() Collection index: [llms.txt]() Data updated: 2026-04-08T09:29:55.811Z Evaluation of graph generation models on the test split of the Vertex-labeled Synthetic Graphs dataset, focusing on fundamental structural properties such as node count (N\_n), edge count (N\_\|E\|), and degree distribution (N\_d). 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 | Graph Generation | | Dataset (including any stated split) | Vertex-labeled Synthetic Graphs (test) | | Metric | Edge Count (N\_\|E\|) | | Unit | SCALAR | | Direction | Higher 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 - [Edge Count (N\_\|E\|)](): Higher is better; unit: SCALAR. - [Node Count (N\_n)](): Higher is better; unit: SCALAR. - [Degree Distribution Statistic (N\_d)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Edge Count (N\_\|E\|) | Result date | Report paper | | --- | --- | --- | --- | | Proposed GEd | 500 | Not recorded | 69d5e13d7d0172140ec75c95 | | Proposed GEd | 500 | Not recorded | 69d5e13d7d0172140ec75c95 | | GraphRNN | 500 | Not recorded | 69d5e13d7d0172140ec75c95 | | Proposed GEd | 500 | Not recorded | 69d5e13d7d0172140ec75c95 | | GraphRNN | 500 | Not recorded | 69d5e13d7d0172140ec75c95 | | Proposed GEd | 500 | Not recorded | 69d5e13d7d0172140ec75c95 | | Proposed GEd | 500 | Not recorded | 69d5e13d7d0172140ec75c95 | | Proposed GEd | 500 | Not recorded | 69d5e13d7d0172140ec75c95 | | GraphGDP | 498 | Not recorded | 69d5e13d7d0172140ec75c95 | | GraphGDP | 498 | Not recorded | 69d5e13d7d0172140ec75c95 | | GraphGDP | 491 | Not recorded | 69d5e13d7d0172140ec75c95 | | GraphRNN | 441 | Not recorded | 69d5e13d7d0172140ec75c95 | | GraphGDP | 394 | Not recorded | 69d5e13d7d0172140ec75c95 | | GraphGDP | 369 | Not recorded | 69d5e13d7d0172140ec75c95 | | GraphRNN | 270 | Not recorded | 69d5e13d7d0172140ec75c95 | | GraphGDP | 60 | Not recorded | 69d5e13d7d0172140ec75c95 | | GraphRNN | 0 | Not recorded | 69d5e13d7d0172140ec75c95 | | GraphRNN | 0 | Not recorded | 69d5e13d7d0172140ec75c95 | ### Proposed GEd Edge Count (N\_\|E\|): 500. Result ID: 69d6200147f34ce924bf0470. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"10","\|E\|":"9","d":"5"}. This record does not assert independent reproduction. ### Proposed GEd Edge Count (N\_\|E\|): 500. Result ID: 69d6200147f34ce924bf0473. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"20","\|E\|":"20","d":"10"}. This record does not assert independent reproduction. ### GraphRNN Edge Count (N\_\|E\|): 500. Result ID: 69d6200147f34ce924bf0474. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"20","\|E\|":"20","d":"10"}. This record does not assert independent reproduction. ### Proposed GEd Edge Count (N\_\|E\|): 500. Result ID: 69d6200147f34ce924bf0476. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"30","\|E\|":"130","d":"15"}. This record does not assert independent reproduction. ### GraphRNN Edge Count (N\_\|E\|): 500. Result ID: 69d6200147f34ce924bf0477. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"30","\|E\|":"130","d":"15"}. This record does not assert independent reproduction. ### Proposed GEd Edge Count (N\_\|E\|): 500. Result ID: 69d6200147f34ce924bf0479. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"40","\|E\|":"250","d":"20"}. This record does not assert independent reproduction. ### Proposed GEd Edge Count (N\_\|E\|): 500. Result ID: 69d6200147f34ce924bf047c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"50","\|E\|":"918","d":"25"}. This record does not assert independent reproduction. ### Proposed GEd Edge Count (N\_\|E\|): 500. Result ID: 69d6200147f34ce924bf047f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100","\|E\|":"1536","d":"50"}. This record does not assert independent reproduction. ### GraphGDP Edge Count (N\_\|E\|): 498. Result ID: 69d6200147f34ce924bf0472. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"10","\|E\|":"9","d":"5"}. This record does not assert independent reproduction. ### GraphGDP Edge Count (N\_\|E\|): 498. Result ID: 69d6200147f34ce924bf0475. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"20","\|E\|":"20","d":"10"}. This record does not assert independent reproduction. ### GraphGDP Edge Count (N\_\|E\|): 491. Result ID: 69d6200147f34ce924bf047b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"40","\|E\|":"250","d":"20"}. This record does not assert independent reproduction. ### GraphRNN Edge Count (N\_\|E\|): 441. Result ID: 69d6200147f34ce924bf0471. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"10","\|E\|":"9","d":"5"}. This record does not assert independent reproduction. ### GraphGDP Edge Count (N\_\|E\|): 394. Result ID: 69d6200147f34ce924bf047e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"50","\|E\|":"918","d":"25"}. This record does not assert independent reproduction. ### GraphGDP Edge Count (N\_\|E\|): 369. Result ID: 69d6200147f34ce924bf0478. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"30","\|E\|":"130","d":"15"}. This record does not assert independent reproduction. ### GraphRNN Edge Count (N\_\|E\|): 270. Result ID: 69d6200147f34ce924bf047a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"40","\|E\|":"250","d":"20"}. This record does not assert independent reproduction. ### GraphGDP Edge Count (N\_\|E\|): 60. Result ID: 69d6200147f34ce924bf0481. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100","\|E\|":"1536","d":"50"}. This record does not assert independent reproduction. ### GraphRNN Edge Count (N\_\|E\|): 0. Result ID: 69d6200147f34ce924bf047d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"50","\|E\|":"918","d":"25"}. This record does not assert independent reproduction. ### GraphRNN Edge Count (N\_\|E\|): 0. Result ID: 69d6200147f34ce924bf0480. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100","\|E\|":"1536","d":"50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.