# Dust emission forecasting on Dust emission forecasting dataset Source: [Dust emission forecasting on Dust emission forecasting dataset]() Collection index: [llms.txt]() Data updated: 2026-06-19T07:53:24.552Z Evaluation of models performing dust emission forecasting using the Dust emission forecasting dataset, assessed using metrics such as AUC, ACC, Precision, and Recall. 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 | Dust emission forecasting | | Dataset (including any stated split) | Dust emission forecasting dataset | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [AUC](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | GAT | 73 | Not recorded | 6a34cd3b206542251d7c605d | | GraphSAGE | 72 | Not recorded | 6a34cd3b206542251d7c605d | | GCN | 72 | Not recorded | 6a34cd3b206542251d7c605d | | GraphSAGE | 71 | Not recorded | 6a34cd3b206542251d7c605d | | GCN | 71 | Not recorded | 6a34cd3b206542251d7c605d | | GraphSAGE | 70 | Not recorded | 6a34cd3b206542251d7c605d | | GraphSAGE | 70 | Not recorded | 6a34cd3b206542251d7c605d | | GCN | 70 | Not recorded | 6a34cd3b206542251d7c605d | | GCN | 70 | Not recorded | 6a34cd3b206542251d7c605d | | GCN | 70 | Not recorded | 6a34cd3b206542251d7c605d | | GCN | 69 | Not recorded | 6a34cd3b206542251d7c605d | | GCN | 68 | Not recorded | 6a34cd3b206542251d7c605d | | GraphSAGE | 67 | Not recorded | 6a34cd3b206542251d7c605d | | GraphSAGE | 65 | Not recorded | 6a34cd3b206542251d7c605d | | GraphSAGE | 65 | Not recorded | 6a34cd3b206542251d7c605d | | GAT | 65 | Not recorded | 6a34cd3b206542251d7c605d | | GAT | 65 | Not recorded | 6a34cd3b206542251d7c605d | | GAT | 64 | Not recorded | 6a34cd3b206542251d7c605d | | GAT | 63 | Not recorded | 6a34cd3b206542251d7c605d | | GAT | 62 | Not recorded | 6a34cd3b206542251d7c605d | | GAT | 62 | Not recorded | 6a34cd3b206542251d7c605d | | GAT | 62 | Not recorded | 6a34cd3b206542251d7c605d | | GraphSAGE | 61 | Not recorded | 6a34cd3b206542251d7c605d | | GAT | 61 | Not recorded | 6a34cd3b206542251d7c605d | | GraphSAGE | 60 | Not recorded | 6a34cd3b206542251d7c605d | | GCN | 60 | Not recorded | 6a34cd3b206542251d7c605d | | LSTM | 52 | Not recorded | 6a34cd3b206542251d7c605d | ### GAT AUC: 73. Result ID: 6a34f41ffbc373592c32096d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Delaunay Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GraphSAGE AUC: 72. Result ID: 6a34f41ffbc373592c320964. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Delaunay Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GCN AUC: 72. Result ID: 6a34f41ffbc373592c32097b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"1-NN","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GraphSAGE AUC: 71. Result ID: 6a34f41ffbc373592c320967. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Yao4 Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GCN AUC: 71. Result ID: 6a34f41ffbc373592c320976. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Delaunay Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GraphSAGE AUC: 70. Result ID: 6a34f41ffbc373592c320966. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Yao2 Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GraphSAGE AUC: 70. Result ID: 6a34f41ffbc373592c320968. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Yao6 Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GCN AUC: 70. Result ID: 6a34f41ffbc373592c320977. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Gabriel Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GCN AUC: 70. Result ID: 6a34f41ffbc373592c320978. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Yao2 Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GCN AUC: 70. Result ID: 6a34f41ffbc373592c32097c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"2-NN","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GCN AUC: 69. Result ID: 6a34f41ffbc373592c320979. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Yao4 Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GCN AUC: 68. Result ID: 6a34f41ffbc373592c32097a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Yao6 Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GraphSAGE AUC: 67. Result ID: 6a34f41ffbc373592c320965. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Gabriel Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GraphSAGE AUC: 65. Result ID: 6a34f41ffbc373592c320969. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"1-NN","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GraphSAGE AUC: 65. Result ID: 6a34f41ffbc373592c32096a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"2-NN","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GAT AUC: 65. Result ID: 6a34f41ffbc373592c32096f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Yao2 Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GAT AUC: 65. Result ID: 6a34f41ffbc373592c320972. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"1-NN","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GAT AUC: 64. Result ID: 6a34f41ffbc373592c320973. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"2-NN","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GAT AUC: 63. Result ID: 6a34f41ffbc373592c320970. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Yao4 Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GAT AUC: 62. Result ID: 6a34f41ffbc373592c32096e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Gabriel Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GAT AUC: 62. Result ID: 6a34f41ffbc373592c320974. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"3-NN","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GAT AUC: 62. Result ID: 6a34f41ffbc373592c320975. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Random Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GraphSAGE AUC: 61. Result ID: 6a34f41ffbc373592c32096c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Random Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GAT AUC: 61. Result ID: 6a34f41ffbc373592c320971. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Yao6 Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GraphSAGE AUC: 60. Result ID: 6a34f41ffbc373592c32096b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"3-NN","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### GCN AUC: 60. Result ID: 6a34f41ffbc373592c32097d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Graph":"Random Graph","Temporal Graph Connection k":"3"}. This record does not assert independent reproduction. ### LSTM AUC: 52. Result ID: 6a34f41ffbc373592c32097e. [Reporting paper]() Recorded evaluation configuration: {"Input Graph":"(Not Applicable)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.