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Temporal Knowledge Graph Forecasting on ICEWS 18

0.467MRR

EST-LSTM

Updated 4d ago

Evaluation Results

Method	Links
EST-LSTM 2026.02		0.467	0.407	0.49	0.585
EST-Transformer 2026.02		0.466	0.405	0.49	0.583
EST-RNN 2026.02		0.458	0.398	0.48	0.575
EST-Mamba 2026.02		0.449	0.383	0.475	0.576
DiffuTKG 2026.02		0.367	0.257	-	0.578
Re-Temp 2026.02		0.358	0.25	0.404	0.573
LogCL 2026.02		0.357	0.245	0.403	0.577
CognTKE 2026.02		0.352	0.252	0.399	0.547
HiSMatch 2026.02		0.34	0.239	0.379	0.539
DSEP 2026.02		0.338	0.232	0.382	0.545
TiRGN 2026.02		0.337	0.232	0.38	0.542
RETIA 2026.02		0.324	0.222	0.365	0.529
CEN 2026.02		0.315	0.217	0.354	0.506
RE-GCN 2026.02		0.306	0.21	0.343	0.488
TIter 2026.02		0.3	0.221	0.335	0.448
xERTE 2026.02		0.293	0.21	0.335	0.465
RE-NET 2026.02		0.288	0.191	0.324	0.475
CENET 2026.02		0.279	0.182	0.316	0.47
PPT 2026.02		0.266	0.169	0.306	0.454
CyGNet 2026.02		0.249	0.159	0.283	0.426