# Node Classification on BlogCatalog B1-B2 transfer scenarios

Source: [Node Classification on BlogCatalog B1-B2 transfer scenarios](<https://www.sota2.com/research/sota/node-classification-on-blogcatalog-b1-b2-transfer-scenarios>)

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

Data updated: 2026-02-26T05:36:34.968Z

Evaluation of Node Classification performance on the BlogCatalog dataset focusing on transfer scenarios between partitions B1 and B2.

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) | BlogCatalog B1-B2 transfer scenarios |
| Metric | B1 → B2 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [B1 → B2 Accuracy](<https://www.sota2.com/research/sota/node-classification-on-blogcatalog-b1-b2-transfer-scenarios.md?metric=B1%20%E2%86%92%20B2%20Accuracy>): Higher is better; unit: PERCENT.

- [B2 → B1 Accuracy](<https://www.sota2.com/research/sota/node-classification-on-blogcatalog-b1-b2-transfer-scenarios.md?metric=B2%20%E2%86%92%20B1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | B1 → B2 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ADAlign | 54.89 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| TDSS | 48.31 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| DGSDA | 48.01 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| GAA | 45.66 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| A2GNN | 45.42 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| HGDA | 45.32 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| GRADE | 44.46 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| GraphAlign | 43.14 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| SA-GDA | 40.26 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| StruRW | 39.62 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| PairAlign | 39.57 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| UDAGCN | 28.83 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| DANE | 25.2 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| AdaGCN | 20.69 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| GCN | 13.8 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| GIN | 11.44 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |
| GAT | 11.18 | Not recorded | 698d5e82c97a0b3e3b5e3dbd |

### ADAlign

B1 → B2 Accuracy: 54.89. Result ID: 6998c6c25698665ec42a1e2a.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TDSS

B1 → B2 Accuracy: 48.31. Result ID: 6998c6c25698665ec42a1e26.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa769d1e209131cea6e1ef.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DGSDA

B1 → B2 Accuracy: 48.01. Result ID: 6998c6c25698665ec42a1e27.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GAA

B1 → B2 Accuracy: 45.66. Result ID: 6998c6c25698665ec42a1e28.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771c1e209131cea710f5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### A2GNN

B1 → B2 Accuracy: 45.42. Result ID: 6998c6c25698665ec42a1e25.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72251e209131cea54c83.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HGDA

B1 → B2 Accuracy: 45.32. Result ID: 6998c6c25698665ec42a1e29.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa790d1e209131cea7be1e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GRADE

B1 → B2 Accuracy: 44.46. Result ID: 6998c6c25698665ec42a1e22.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea42519.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GraphAlign

B1 → B2 Accuracy: 43.14. Result ID: 6998c6c25698665ec42a1e24.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74531e209131cea61179.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SA-GDA

B1 → B2 Accuracy: 40.26. Result ID: 6998c6c25698665ec42a1e21.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a0c1e209131cea80ccd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### StruRW

B1 → B2 Accuracy: 39.62. Result ID: 6998c6c25698665ec42a1e20.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa21e209131cea46d2d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PairAlign

B1 → B2 Accuracy: 39.57. Result ID: 6998c6c25698665ec42a1e23.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73711e209131cea5c815.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UDAGCN

B1 → B2 Accuracy: 28.83. Result ID: 6998c6c25698665ec42a1e1e.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DANE

B1 → B2 Accuracy: 25.2. Result ID: 6998c6c25698665ec42a1e1d.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66361e209131cea0ed37.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AdaGCN

B1 → B2 Accuracy: 20.69. Result ID: 6998c6c25698665ec42a1e1f.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d221e209131cea380d9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GCN

B1 → B2 Accuracy: 13.8. Result ID: 6998c6c25698665ec42a1e1c.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa631d1e209131ce9fce45.md>)

[Implementation](<https://github.com/tkipf/gcn>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GIN

B1 → B2 Accuracy: 11.44. Result ID: 6998c6c25698665ec42a1e1b.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65651e209131cea09fba.md>)

[Implementation](<https://github.com/weihua916/powerful-gnns>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GAT

B1 → B2 Accuracy: 11.18. Result ID: 6998c6c25698665ec42a1e1a.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e82c97a0b3e3b5e3dbd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640b1e209131cea0244e.md>)

[Implementation](<https://github.com/PetarV-/GAT>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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