Questions tagged [stability]
The stability tag has no usage guidance.
6
questions
1
vote
0
answers
29
views
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 ...
- 207
1
vote
1
answer
82
views
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 ...
- 11
2
votes
0
answers
68
views
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-...
- 618
1
vote
0
answers
51
views
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 ...
- 3,622
3
votes
1
answer
504
views
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?
- 547
3
votes
1
answer
255
views
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 ...
- 510