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NADAM

introduced 2015 7 papers tagged archive 2025-07-28

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

NADAM, or Nesterov-accelerated Adaptive Moment Estimation, combines Adam and Nesterov Momentum. The update rule is of the form:

θₜ₊₁ = θₜ - η/(√(v̂ₜ)+ϵ)(β₁m̂ₜ + ((1-βₜ)gₜ)/(1-βᵗ₁))

Image Source: Incorporating Nesterov Momentum into Adam

See Code · Dawn-Of-Eve/nadir

Papers archive 2025-07-28

7 shown of 7, 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.

New Insight in Cervical Cancer Diagnosis Using Convolution Neural Network Architecture
23 Oct 2024 · 0 repositories · arXiv:2410.17735
Non-convergence to global minimizers in data driven supervised deep learning: Adam and stochastic gradient descent optimization provably fail to converge to global minimizers in the training of deep neural networks with ReLU activation
14 Oct 2024 · 0 repositories · arXiv:2410.10533
Comparison of Optimizers for Fault Isolation and Diagnostics of Control Rod Drives
9 Jul 2024 · 0 repositories · arXiv:2407.06557
A model for multi-attack classification to improve intrusion detection performance using deep learning approaches
25 Oct 2023 · 0 repositories · arXiv:2310.16380
Mish: A Self Regularized Non-Monotonic Activation Function
23 Aug 2019 · 9 repositories · arXiv:1908.08681

Syntology ran 3 of 12 samples · 9 unverified
An Adaptive Remote Stochastic Gradient Method for Training Neural Networks
4 May 2019 · 1 repository · arXiv:1905.01422
On the Convergence of Adam and Beyond
19 Apr 2019 · 3 repositories · arXiv:1904.09237

Syntology ran 0 of 2 samples · 2 unverified

Tasks archive 2025-07-28

12 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
Image Classification	2
Anomaly Detection	1
Cancer Classification	1
Decoder	1
Deep Learning	1
Fault Detection	1
Intrusion Detection	1
Object Detection	1
Stochastic Optimization	1
Transfer Learning	1
image-classification	1
object-detection	1

Usage over time archive 2025-07-28

Papers per year the archive tags with this method, by the paper's archive date (7 dated). Bars are counts, not a trend claim.

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

Stochastic Optimization

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