Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/NBFNet

NBFNet

Reported on 17 benchmarks across 2 tasks · 1 paper · 9 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Graphs17 results

Link PredictiononWN18RR
Hits@1· 2021-06-13
0.497
best: 0.665 (MoCoKGC)
SOTA
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link PredictiononWN18RR
Hits@3· 2021-06-13
0.573
best: 0.792 (MoCoKGC)
SOTA
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link PredictiononWN18RR
MRR· 2021-06-13
0.551
best: 0.742 (MoCoKGC)
SOTA
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link PredictiononFB15k-237
Hits@1· 2021-06-13
0.321
SOTA
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link PredictiononFB15k-237
Hits@10· 2021-06-13
0.599
SOTA
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link PredictiononFB15k-237
Hits@3· 2021-06-13
0.454
SOTA
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link PredictiononFB15k-237
MRR· 2021-06-13
0.415
SOTA
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link Property Predictiononogbl-biokg
Test MRR· 2021-06-13
0.8317
best: 0.9011 (GFA-NN)
SOTA
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link Property Predictiononogbl-biokg
Validation MRR· 2021-06-13
0.8318
best: 0.9011 (GFA-NN)
SOTA
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link PredictiononYAGO3-10
Hits@1· 2021-06-13
0.48
best: 0.514 (MEIM)
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link PredictiononYAGO3-10
Hits@10· 2021-06-13
0.708
best: 0.716 (MEIM)
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link PredictiononYAGO3-10
Hits@3· 2021-06-13
0.612
best: 0.625 (MEIM)
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link PredictiononYAGO3-10
MRR· 2021-06-13
0.563
best: 0.585 (MEIM)
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link PredictiononWN18RR
Hits@10· 2021-06-13
0.666
best: 0.881 (MoCoKGC)
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link PredictiononWN18RR
MR· 2021-06-13
636
best: 13526 (Inverse Model)
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link PredictiononFB15k-237
MR· 2021-06-13
114
best: 7030 (Inverse Model)
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935
Link Property Predictiononogbl-biokg
Number of params· 2021-06-13
734209
best: 849427106 (RelEns)
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction arXiv:2106.06935