Author

Mehdi Djellabi

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Preprint Aug 2026

On the Expressive Power of the Transverse-Field Ising Model for Graph Learning

QDAGer is introduced, a quantum-inspired graph-pair Transformer that injects quantum-dynamical features from time series of node occupations and connected two-point correlators directly into the attention mechanism, and applies it to learning Graph Edit Distance, an NP-hard similarity measure.

Mehdi Djellabi, L. Henry · 0 citations