Search Results for author: Naixu Guo

Found 2 papers, 0 papers with code

Quantum linear algebra is all you need for Transformer architectures

no code implementations26 Feb 2024 Naixu Guo, Zhan Yu, Matthew Choi, Aman Agrawal, Kouhei Nakaji, Alán Aspuru-Guzik, Patrick Rebentrost

Generative machine learning methods such as large-language models are revolutionizing the creation of text and images.

Provable learning of quantum states with graphical models

no code implementations17 Sep 2023 Liming Zhao, Naixu Guo, Ming-Xing Luo, Patrick Rebentrost

Several works consider subclasses of quantum states that can be learned in polynomial sample complexity such as stabilizer states or high-temperature Gibbs states.

PAC learning

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