Active forgetting with selective labeling for multi-task learning

Jiho Lee

doi:10.1016/j.neucom.2026.134231

Active forgetting with selective labeling for multi-task learning

2026-06-10

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DOI：10.1016/j.neucom.2026.134231

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• We propose an active forgetting framework for multi-task learning using selective labeling. • We introduce a multi-task unlearning approach that leverages inter-task and intra-task dependencies. • We achieve significant improvements over existing competitors in data selection and annotation strategies.

Active forgetting with selective labeling for multi-task learning

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