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cond-mat.mtrl-sci2026
A Physics-Informed Chemical Rule for Topological Materials Discovery
Xinyu Xu, Arif Ullah, Ming Yang
Topological phases of matter$\unicode{x2013}$comprising both insulators and semimetals$\unicode{x2013}$offer great potential for quantum applications, but identifying new candidate…
physics.chem-ph2026★ 1 cited
Toward Quantum-Aware Machine Learning: Improved Prediction of Quantum Dissipative Dynamics via Complex Valued Neural Networks
Muhammad Atif, Arif Ullah, Ming Yang
Accurately modeling quantum dissipative dynamics remains challenging due to environmental complexity and non-Markovian memory effects. Although machine learning provides a promisin…