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Lu-Chang He

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#explainable ai Conference Open access Sep 2026

From Perception to Cognition: A Review of Neural- Symbolic AI for Computer Vision

Deep learning has improved core computer vision tasks a great deal, but most perception-based methods still have weak symbol grounding, limited compositional reasoning, poor generalization, and low interpretability. Neural-Symbolic AI combines neural featu re learning with symbolic reasoning and has become an active ap...

Lu-Chang He · 0 citations

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