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Add LPFormer
model and example
#9956
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HarryShomer
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Codecov ReportAttention: Patch coverage is
Additional details and impacted files@@ Coverage Diff @@
## master #9956 +/- ##
==========================================
- Coverage 87.03% 86.35% -0.69%
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Files 490 491 +1
Lines 32432 32744 +312
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+ Hits 28227 28275 +48
- Misses 4205 4469 +264 ☔ View full report in Codecov by Sentry. |
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This pull request adds an implementation of the SOTA Link Prediction model
LPFormer
from the KDD'24 paper - LPFormer: An Adaptive Graph Transformer for Link Prediction.Example
python examples/test_lpformer.py
.I am able to replicate the reported performance on
ogbl-ppa
.The results are shown below. I use the same hyperparameters used in the paper. Results are over 5 seeds.
Testing
The tests for LPFormer can be found in
test/nn/models/test_lpformer.py
. They each pass.Docs
I've also included the documentation for the code. It builds and renders correctly with Sphinx with no errors.