Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
I Implemented the SER (Strong Experience Replay) algorithm from the paper "Continual Learning with Strong Experience Replay" https://arxiv.org/pdf/2302.11346 .
It is a modified version of DER++, so my implementation of SER is strongly based on the DER++ implementation here on avalanche.
I plan to create a PR on continual-learning-baselines when I will be able to replicate the paper results.
On my partial experiments so far SER outperforms DER++ on the SMNIST and CIFAR10 benchmarks in a class incremental setup.