Methods › General › Deep Tabular Learning › Hierarchical MTL
Hierarchical Multi-Task Learning
Hierarchical MTL
Introduced by Anders S{\o}gaard et al. in Deep multi-task learning with low level tasks supervised at lower layers
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Multi-task learning (MTL) introduces an inductive bias, based on a-priori relations between tasks: the trainable model is compelled to model more general dependencies by using the abovementioned relation as an important data feature. Hierarchical MTL, in which different tasks use different levels of the deep neural network, provides more effective inductive bias compared to “flat” MTL. Also, hierarchical MTL helps to solve the vanishing gradient problem in deep learning.
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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Hierarchical Multi-Task Learning Framework for Session-based Recommendations 12 Sep 2023 · 0 repositories · arXiv:2309.06533
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Provable Pathways: Learning Multiple Tasks over Multiple Paths 8 Mar 2023 · 0 repositories · arXiv:2303.04338
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More layers! End-to-end regression and uncertainty on tabular data with deep learning 7 Dec 2021 · 1 repository · arXiv:2112.03566
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Multi-Faceted Hierarchical Multi-Task Learning for a Large Number of Tasks with Multi-dimensional Relations 26 Oct 2021 · 0 repositories · arXiv:2110.13365
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Deep multi-task learning with low level tasks supervised at lower layers 1 Aug 2016 · 0 repositories
Tasks archive 2025-07-28
11 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
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
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