# Graph Explanation on ZINC250K RLM-CLint (test)

Source: [Graph Explanation on ZINC250K RLM-CLint (test)](<https://www.sota2.com/research/sota/graph-explanation-on-zinc250k-rlm-clint-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:45:14.460Z

Evaluation of models performing Graph Explanation on the test split of the ZINC250K RLM-CLint dataset, measured using 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 RLM-CLint (test) |
| Metric | Fidelity+ |
| Unit | SCALAR |
| Direction | Higher 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

- [Fidelity+](<https://www.sota2.com/research/sota/graph-explanation-on-zinc250k-rlm-clint-test.md?metric=Fidelity%2B>): Higher is better; unit: SCALAR.

- [Fidelity-](<https://www.sota2.com/research/sota/graph-explanation-on-zinc250k-rlm-clint-test.md?metric=Fidelity->): Higher is better; unit: SCALAR.

## Recorded results

| Method | Fidelity+ | Result date | Report paper |
| --- | --- | --- | --- |
| VGIB | 0.765 | Not recorded | 68fa6c341e209131cea32c91 |
| GNNExplainer | 0.694 | Not recorded | 68fa6c341e209131cea32c91 |
| IGExplainer | 0.684 | Not recorded | 68fa6c341e209131cea32c91 |
| GraphGrad-CAM | 0.67 | Not recorded | 68fa6c341e209131cea32c91 |
| GIB | 0.654 | Not recorded | 68fa6c341e209131cea32c91 |
| PGExplainer | 0.632 | Not recorded | 68fa6c341e209131cea32c91 |
| GraphMask | 0.632 | Not recorded | 68fa6c341e209131cea32c91 |

### VGIB

Fidelity+: 0.765. Result ID: 698ef4f53a6c314849f3dece.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c91.md>)

[Implementation](<https://github.com/Samyu0304/VGIB>)

Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction.

### GNNExplainer

Fidelity+: 0.694. Result ID: 698ef4f53a6c314849f3dec8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66af1e209131cea11c1e.md>)

Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction.

### IGExplainer

Fidelity+: 0.684. Result ID: 698ef4f53a6c314849f3decb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63661e209131ce9fe6bd.md>)

Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction.

### GraphGrad-CAM

Fidelity+: 0.67. Result ID: 698ef4f53a6c314849f3decc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c91.md>)

Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction.

### GIB

Fidelity+: 0.654. Result ID: 698ef4f53a6c314849f3decd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687d1e209131cea1c493.md>)

Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction.

### PGExplainer

Fidelity+: 0.632. Result ID: 698ef4f53a6c314849f3dec9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68b91e209131cea1dc1c.md>)

Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction.

### GraphMask

Fidelity+: 0.632. Result ID: 698ef4f53a6c314849f3deca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32c91.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d841e209131cea3a4db.md>)

Recorded evaluation configuration: {"Sparsity":0.5,"Target Model":"GCN"}. This record does not assert independent reproduction.

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