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Preprint Jul 2026

Unified Gradient Projection: Language-Balanced Continual Learning for Multilingual Low-Resource ASR

Unified Gradient Projection is proposed, which constrains parameter updates using reference gradients from language-balanced replay in a unified projection space and shows that combining gradient-level projection with data-level replay yields complementary gains in stability and plasticity.

Ziang Ren, Guodong Lin, Yuchen Ai et al. · 0 citations