Geometry-Aware Operator Families for Structured Representation Learning
GIOF first transforms geometry-derived interaction channels into reusable generator bases, then combines them through a context-dependent selector and adaptive propagation scale, and finally realizes the selected operator through stable continuous-time propagation and a bottleneck residual layer.
Zu-Yuan Zhang, Fei Yu, Tian Lan
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