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Add Optimistic Adam #1081
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this is great @carlosgmartin ! Would you be willing to contribute such example to the example gallery (https://optax.readthedocs.io/en/latest/gallery.html)? I think this would be very valuable even if there's the somewhat related https://optax.readthedocs.io/en/latest/_collections/examples/ogda_example.html , but I think both examples could be complementary. What do you think? I would also be OK with adding the solver |
Feature request: Add Optimistic Adam, an optimistic variant of Adam introduced in [1]. Among other things, it addresses the issue of limit cycling behavior in GAN training.
Perhaps it can be implemented by combining scale_by_adam with scale_by_optimistic_gradient using chain.
References:
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