Methods › Graphs › Graph Models › PNA
Principal Neighbourhood Aggregation
PNA
Introduced by Gabriele Corso et al. in Principal Neighbourhood Aggregation for Graph Nets
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Principal Neighbourhood Aggregation (PNA) is a general and flexible architecture for graphs combining multiple aggregators with degree-scalers (which generalize the sum aggregator).
Papers archive 2025-07-28
5 shown of 5, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Integrated Super-resolution Sensing and Symbiotic Communication with 3D Sparse MIMO for Low-Altitude UAV Swarm 18 Apr 2025 · 0 repositories · arXiv:2504.13570
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Mixed Delay/Nondelay Embeddings Based Neuromorphic Computing with Patterned Nanomagnet Arrays 5 Dec 2024 · 0 repositories · arXiv:2412.04622
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Graph Mixer Networks 29 Jan 2023 · 1 repository · arXiv:2301.12493
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Do We Need Anisotropic Graph Neural Networks? 3 Apr 2021 · 2 repositories · arXiv:2104.01481
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Principal Neighbourhood Aggregation for Graph Nets 12 Apr 2020 · 8 repositories · arXiv:2004.05718Syntology ran 33 of 55 samples · 22 unverified · 48 pointer-only (licence)
Tasks archive 2025-07-28
9 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Benchmarking | 1 |
| Computational Efficiency | 1 |
| Graph Classification | 1 |
| Graph Neural Network | 1 |
| Graph Regression | 1 |
| Molecular Property Prediction | 1 |
| Node Classification | 1 |
| Super-Resolution | 1 |
| Time Series | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections