Methods › General › Stochastic Optimization › AdaHessian
ADAHESSIAN
AdaHessian
Introduced by Zhewei Yao et al. in ADAHESSIAN: An Adaptive Second Order Optimizer for Machine Learning
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
ADAHESSIAN is a new stochastic optimization algorithm that directly incorporates approximate curvature information from the loss function, and it includes several novel performance-improving features, including a fast Hutchinson based method to approximate the curvature matrix with low computational overhead.
Papers archive 2025-07-28
6 shown of 6, 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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A Dynamic Weighting Strategy to Mitigate Worker Node Failure in Distributed Deep Learning 14 Sep 2024 · 0 repositories · arXiv:2409.09242
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SOFIM: Stochastic Optimization Using Regularized Fisher Information Matrix 5 Mar 2024 · 0 repositories · arXiv:2403.02833
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SANIA: Polyak-type Optimization Framework Leads to Scale Invariant Stochastic Algorithms 28 Dec 2023 · 1 repository · arXiv:2312.17369Syntology ran 10 of 10 samples · 0 unverified · 10 pointer-only (licence)
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On Scaled Methods for Saddle Point Problems 16 Jun 2022 · 0 repositories · arXiv:2206.08303
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Adaptive Optimizers with Sparse Group Lasso for Neural Networks in CTR Prediction 30 Jul 2021 · 2 repositories · arXiv:2107.14432
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ADAHESSIAN: An Adaptive Second Order Optimizer for Machine Learning 1 Jun 2020 · 4 repositories · arXiv:2006.00719Syntology ran 1 of 11 samples · 10 unverified
Tasks archive 2025-07-28
7 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 |
|---|---|
| Stochastic Optimization | 2 |
| BIG-bench Machine Learning | 1 |
| Click-Through Rate Prediction | 1 |
| Deep Learning | 1 |
| Image Classification | 1 |
| Second-order methods | 1 |
| image-classification | 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
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