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Xiaohe Li

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#edge computing Preprint Aug 2026

Mahalanobis-Based Multi-Head Attention for Complex State Propagation

MHA-CSP achieves robust structured reasoning via synthetic distance rectification---powered by Mahalanobis-based attention---and efficient information bypass inherited from the CSP backbone, highlighting the effectiveness of complex-valued state propagation with collaborative multi-head rectification in capturing symbolic structures.

Xiaohe Li · 1 citation · ⚡1