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Added SER Strategy #1672

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Added SER Strategy #1672

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AlboAlby00
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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.

@AlboAlby00 AlboAlby00 marked this pull request as draft December 4, 2024 02:57
@AlboAlby00 AlboAlby00 marked this pull request as ready for review December 4, 2024 02:58
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