Questions tagged [stability]

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Latest status on stability of CNN architectures to noise and "clever hans" issues

I was working with CNN architectures for image segmentation a few years ago, and I remember there was a big concern about on the stability of the predicted masks due to the introduction of small ...
krishnab's user avatar
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How would one go about checking numerical stability of the deep learning algorithms?

Let's say I have a trained deep learning model. It would be good if it would be numerically stable, so if I change input by small amount, the output will also change by small amount. How should I ...
SlimakSlimak's user avatar
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How does one detect training instabilities in DQN?

I am curious what training instabilities look like in a standard dqn, with or without a target network. I'm assuming the loss function would never converge since the difference between the predicted q-...
desert_ranger's user avatar
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Is stability an attribute of model or training algorithm used or combination of both?

From this answer, stability is attributed to a learning algorithm A stable learning algorithm is one for which the prediction does not change much when the training data is modified slightly. At ...
hanugm's user avatar
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What is meant by "stable training" of a deep learning model?

I have read it said that the "stable training" of a deep learning model is important. What is meant by "stable training" of a deep learning model?
The Pointer's user avatar
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What are the differences between stability and convergence in reinforcement learning?

The terms are mentioned in the paper: An Emphatic Approach to the Problem of off-Policy Temporal-Difference Learning (Sutton, Mahmood, White; 2016) and more, of course. In this paper, they proposed ...
Phizaz's user avatar
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