Dexuan Zhang

A Theory of Learning Unified Model via Knowledge Integration from Label Space Varying Domains

Existing domain adaptation systems can hardly be applied to real-world problems with new classes presenting at deployment time, especially regarding source-free scenarios where multiple source domains do not share the label space despite being given a few labeled target data. To address this, we con…