Methods › General › Stochastic Optimization › AdaMax
AdaMax
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
AdaMax is a generalisation of Adam from the l₂ norm to the l_∞ norm. Define:
uₜ = β^∞₂vₜ₋₁ + (1-β^∞₂)|gₜ|^∞
= max(β₂·vₜ₋₁, |gₜ|)
We can plug into the Adam update equation by replacing √(v̂ₜ + ϵ) with uₜ to obtain the AdaMax update rule:
θₜ₊₁ = θₜ - η/uₜm̂ₜ
Common default values are η= 0.002 and β₁=0.9 and β₂=0.999.
Papers archive 2025-07-28
9 shown of 9, 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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New Insight in Cervical Cancer Diagnosis Using Convolution Neural Network Architecture 23 Oct 2024 · 0 repositories · arXiv:2410.17735
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Should I try multiple optimizers when fine-tuning pre-trained Transformers for NLP tasks? Should I tune their hyperparameters? 10 Feb 2024 · 0 repositories · arXiv:2402.06948
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A model for multi-attack classification to improve intrusion detection performance using deep learning approaches 25 Oct 2023 · 0 repositories · arXiv:2310.16380
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ELRA: Exponential learning rate adaption gradient descent optimization method 12 Sep 2023 · 0 repositories · arXiv:2309.06274
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Optimization Methods in Deep Learning: A Comprehensive Overview 19 Feb 2023 · 0 repositories · arXiv:2302.09566
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Deep Transformer Model with Pre-Layer Normalization for COVID-19 Growth Prediction 10 Jul 2022 · 0 repositories · arXiv:2207.06356
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Efficient-VDVAE: Less is more 25 Mar 2022 · 1 repository · arXiv:2203.13751
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NVAE: A Deep Hierarchical Variational Autoencoder 8 Jul 2020 · 10 repositories · arXiv:2007.03898Syntology ran 23 of 41 samples · 18 unverified · 23 pointer-only (licence)
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Adam: A Method for Stochastic Optimization 22 Dec 2014 · 87 repositories · arXiv:1412.6980Syntology ran 18 of 37 samples · 19 unverified · 8 pointer-only (licence)
Tasks archive 2025-07-28
13 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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