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Chengao Liu

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Conference Open access 2026

MAGIC: Deep Geometric Evolution with Structural Consensus for Temporal Knowledge Graph Reasoning

This framework introduces a Tangent-Residual Engine in multi-geometric spaces, which enables the first stable 8-layer geometric evolution and reveals a phenomenon termed Geometric Annealing, where manifold curvature spontaneously evolves from semantic flatness in shallow layers to structural complexity in deeper layers.

Chengao Liu, Yuan Li, Yingze Wang et al. · 0 citations