Methods › General › Deep Tabular Learning › ARM-Net
ARM-Net
Introduced by Shaofeng Cai et al. in ARM-Net: Adaptive Relation Modeling Network for Structured Data
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
ARM-Net is an adaptive relation modeling network tailored for structured data, and a lightweight framework ARMOR based on ARM-Net for relational data analytics. The key idea is to model feature interactions with cross features selectively and dynamically, by first transforming the input features into exponential space, and then determining the interaction order and interaction weights adaptively for each cross feature. The authors propose a novel sparse attention mechanism to dynamically generate the interaction weights given the input tuple, so that we can explicitly model cross features of arbitrary orders with noisy features filtered selectively. Then during model inference, ARM-Net can specify the cross features being used for each prediction for higher accuracy and better interpretability.
Papers archive 2025-07-28
2 shown of 2, 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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Crash Severity Analysis of Child Bicyclists using Arm-Net and MambaNet 14 Mar 2025 · 0 repositories · arXiv:2503.11003
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ARM-Net: Adaptive Relation Modeling Network for Structured Data 5 Jul 2021 · 1 repository · arXiv:2107.01830Syntology ran 0 of 3 samples · 3 unverified
Tasks archive 2025-07-28
3 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 |
|---|---|
| Attribute | 1 |
| Decision Making | 1 |
| Relation | 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