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MePo: Meta Post-Refinement for Rehearsal-Free General Continual Learning

cs.AI · 2026-02-08 · unverdicted · novelty 6.0

MePo refines pretrained backbones via meta-learning on constructed pseudo tasks and initializes a meta covariance matrix to enable robust second-order alignment, yielding 12-15% gains on CIFAR-100, ImageNet-R and CUB-200 in rehearsal-free GCL settings.

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  • MePo: Meta Post-Refinement for Rehearsal-Free General Continual Learning cs.AI · 2026-02-08 · unverdicted · none · ref 11

    MePo refines pretrained backbones via meta-learning on constructed pseudo tasks and initializes a meta covariance matrix to enable robust second-order alignment, yielding 12-15% gains on CIFAR-100, ImageNet-R and CUB-200 in rehearsal-free GCL settings.