# Graph Explanation on ZINC250K HLM-CLint (test) Source: [Graph Explanation on ZINC250K HLM-CLint (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:14.516Z Evaluation of models performing Graph Explanation on the test split of the ZINC250K HLM-CLint dataset, measured by Fidelity+ and Fidelity-. 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 Explanation | | Dataset (including any stated split) | ZINC250K HLM-CLint (test) | | Metric | Fidelity+ | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Fidelity+](): Higher is better; unit: SCALAR. - [Fidelity-](): Higher is better; unit: SCALAR. ## Recorded results | Method | Fidelity+ | Result date | Report paper | | --- | --- | --- | --- | | PGIBcont + merge | 0.796 | Not recorded | 68fa72451e209131cea556e0 | | VGIB | 0.792 | Not recorded | 68fa6c341e209131cea32c91 | | VGIB | 0.792 | Not recorded | 68fa72451e209131cea556e0 | | GraphGrad-CAM | 0.782 | Not recorded | 68fa6c341e209131cea32c91 | | GIB | 0.781 | Not recorded | 68fa6c341e209131cea32c91 | | GIB | 0.781 | Not recorded | 68fa72451e209131cea556e0 | | GNNExplainer | 0.778 | Not recorded | 68fa6c341e209131cea32c91 | | GNNexplainer | 0.778 | Not recorded | 68fa72451e209131cea556e0 | | PGIBcont | 0.772 | Not recorded | 68fa72451e209131cea556e0 | | IGExplainer | 0.758 | Not recorded | 68fa6c341e209131cea32c91 | | GraphMask | 0.706 | Not recorded | 68fa6c341e209131cea32c91 | | PGExplainer | 0.692 | Not recorded | 68fa6c341e209131cea32c91 | | PGexplainer | 0.692 | Not recorded | 68fa72451e209131cea556e0 | ### PGIBcont + merge Fidelity+: 0.796. Result ID: 699229553a6c3148490d00dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sparsity (k)":0.5,"merging prototypes":true}. This record does not assert independent reproduction. ### VGIB Fidelity+: 0.792. Result ID: 698ef4f53a6c314849f3ded5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction. ### VGIB Fidelity+: 0.792. Result ID: 699229553a6c3148490d00db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sparsity (k)":0.5}. This record does not assert independent reproduction. ### GraphGrad-CAM Fidelity+: 0.782. Result ID: 698ef4f53a6c314849f3ded3. [Reporting paper]() Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction. ### GIB Fidelity+: 0.781. Result ID: 698ef4f53a6c314849f3ded4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction. ### GIB Fidelity+: 0.781. Result ID: 699229553a6c3148490d00da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (k)":0.5}. This record does not assert independent reproduction. ### GNNExplainer Fidelity+: 0.778. Result ID: 698ef4f53a6c314849f3decf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction. ### GNNexplainer Fidelity+: 0.778. Result ID: 699229553a6c3148490d00d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (k)":0.5}. This record does not assert independent reproduction. ### PGIBcont Fidelity+: 0.772. Result ID: 699229553a6c3148490d00dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sparsity (k)":0.5}. This record does not assert independent reproduction. ### IGExplainer Fidelity+: 0.758. Result ID: 698ef4f53a6c314849f3ded2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction. ### GraphMask Fidelity+: 0.706. Result ID: 698ef4f53a6c314849f3ded1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction. ### PGExplainer Fidelity+: 0.692. Result ID: 698ef4f53a6c314849f3ded0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction. ### PGexplainer Fidelity+: 0.692. Result ID: 699229553a6c3148490d00d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (k)":0.5}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.