Compress Then Adapt? No, Do It Together via Task-aware Union of Subspaces. - Jingze Ge; Yun Liu; Xue Geng; Wanqi Dong; Zhe Wang 019; Min Wu 008; Xulei Yang (CoRR, 2026)