Author

James T. Pegg

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Preprint Jul 2026

Implementations of Quantum and Classical Topology-Aligned Architectures for Molecular Property Prediction

Results indicate that the topology-aligned inductive bias is the active ingredient driving parameter efficiency at QM9 scale, with implications for matched-baseline benchmarking in quantum machine learning.

James T. Pegg, H. Valencia, Ronin Wu · 0 citations