Mabiao Long — accepted AI-conference papers

2025

QuaDiM: A Conditional Diffusion Model For Quantum State Property Estimation

ICLR 2025poster

Quantum state property estimation (QPE) is a fundamental challenge in quantum many-body problems in physics and chemistry, involving the prediction of characteristics such as correlation and entanglement entropy through statistical analysis of quantum measurement data. Recent advances in deep learni…

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2024

SSL4Q: Semi-Supervised Learning of Quantum Data with Application to Quantum State Classification

Yehui Tang, Nianzu Yang, Mabiao Long, Junchi Yan

ICML 2024poster

The accurate classification of quantum states is crucial for advancing quantum computing, as it allows for the effective analysis and correct functioning of quantum devices by analyzing the statistics of the data from quantum measurements. Traditional supervised methods, which rely on extensive labe…

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