SynCB adds a dynamic routing module and joint training to a hybrid concept-plus-neural architecture, reporting up to 3.9 pp higher accuracy than a full neural baseline and up to 6.43 pp better intervention responsiveness than prior hybrids across five datasets.
Zero-shot learning—a comprehensive evaluation of the good, the bad and the ugly.IEEE transactions on pattern analysis and machine intelligence, 41(9):2251–2265
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SynCB: A Synergy Concept-Based Model with Dynamic Routing Between Concepts and Complementary Neural Branches
SynCB adds a dynamic routing module and joint training to a hybrid concept-plus-neural architecture, reporting up to 3.9 pp higher accuracy than a full neural baseline and up to 6.43 pp better intervention responsiveness than prior hybrids across five datasets.