Author

Lin-Tai Hou

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Preprint Aug 2026

Graph Machine: Exploring Edge Mechanisms as an Inductive Bias

This work introduces Graph Machine, an architecture with two explicit edge-based mechanisms: Edge-augmented attention, in which edges modulate attention between nodes, and edge-centric referral, in which nodes exchange addresses to update their edges.

Lin-Tai Hou · 1 citation

#machine learning Preprint Sep 2026

Graph Machine: Towards Better Pretraining via Edges

The Graph Machine is introduced, an architecture that maintains an O(n)-sized state and accesses it through sparse, dynamic routing and uses edges - pointer-like objects updated differentiably by a referral mechanism resembling pointer chasing.

Lin-Tai Hou · 0 citations