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ContinualAI / avalanche

Avalanche: an End-to-End Library for Continual Learning based on PyTorch.
http://avalanche.continualai.org
MIT License
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[doc] List of available algorithms from recent literature #1292

Open 610v4nn1 opened 1 year ago

610v4nn1 commented 1 year ago

I am looking for a list of supported CL algorithms but I was not able to find it in the documentation. In the avalanche-baselines project I saw some well-known baselines but they don't seem to cover everything available in the library (?).

I am just looking for strong baselines to be used in an empirical comparison and I think a table/list of available algorithms will help others as well.

AntonioCarta commented 1 year ago

The list of supervised strategies may be the closest thing to what you are asking. Keep in mind that it's not a one-to-one mapping with the literature. For example, Replay is a generic strategy which many policy, so it correspond to multiple rehearsal strategies.

We should probably add a list of strategies to the website.

610v4nn1 commented 1 year ago

Thanks for the pointer. I think that it will be hard to document all the possible combinations but just having a few example with 1:1 mapping to very competitive algorithms would already help.

HamedHemati commented 1 year ago

Currently, three implemented strategies are not on the list:

LaMAML -> meta-learning-based MER -> meta-learning-based ER-ACE -> online and batch version

They are all under avalanche/training/supervised/

610v4nn1 commented 1 year ago

Thank you both for the hints