4 papers
Complexity Powered Machine Intelligent Classification of Quantum Many-Body Dynamics
Zhaoran Feng, Jiangzhi Chen, Ce Wang +1
Identifying and classifying quantum phases from measurable time series in many-body dynamics have significant values, yet face formidable challenges, requiring profound knowledge o…
Machine Learning of Knot Topology in Non-Hermitian Band Braids
Jiangzhi Chen, Zi Wang, Yu-Tao Tan +2
The deep connection among braids, knots and topological physics has provided valuable insights into studying topological states in various physical systems. However, identifying di…
Informative Priors Improve the Reliability of Multimodal Clinical Data Classification
L. Julian Lechuga Lopez, Tim G. J. Rudner, Farah E. Shamout
Machine learning-aided clinical decision support has the potential to significantly improve patient care. However, existing efforts in this domain for principled quantification of…
Coherence-enhanced thermodynamic performance in a periodically-driven inelastic heat engine
Jincheng Lu, Zi Wang, Jie Ren +2
Quantum thermodynamics with microscopic inelastic scattering processes has been intensively investigated in recent years. Here, we apply quantum master equation combined with full…