CMF: Prediction refinement via complementary manifold-based multi-model fusion

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Bocheng Zhao, Wenxing Zhang, Lei Bao, Wucheng Wang, Zhenyu Kong, Qiguang Miao

Published: 2026, Last Modified: 05 Nov 2025Inf. Fusion 2026EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A novel manifold-based fusion method improves top-1 accuracy via top-k diversity.•Decoupled design allows adding/removing models without affecting others.•Enables efficient modular updates using complementary sub-optimal predictions.•Avoids redundant computation and preserves base models unchanged.