MSDEM grows per-task experts on top of multiple frozen ViT backbones with an attention-based fusion and a Gumbel-Softmax graph router, and reports state-of-the-art accuracy on multi-domain continual image classification.
Online continual learning on a contaminated data stream with blurry task boundaries
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Incrementally Learning Multiple Diverse Data Domains via Multi-Source Dynamic Expansion Model
MSDEM grows per-task experts on top of multiple frozen ViT backbones with an attention-based fusion and a Gumbel-Softmax graph router, and reports state-of-the-art accuracy on multi-domain continual image classification.