edge-attention

This paper introduces Graph Machine, an architecture with explicit edge-based mechanisms (edge-augmented attention and edge-centric referral) to improve iterative relational reasoning. Experiments on Sudoku show it outperforms Transformer baselines, with ablations and mechanistic analysis attributing gains to the edge mechanisms.