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InTAct: Interval-based Task Activation Consolidation for Continual Learning

InTAct prevents catastrophic forgetting via neuron-level activation interval constraints providing functional invariance guarantees with greater efficiency than weight-space methods.

Patryk Krukowski, Jan Miksa, Piotr Helm, Jacek Tabor and 2 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 9 of 20 reviewers recommend it
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strict 0/5