Search Results for author: Kouhei Nakaji

Found 3 papers, 1 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.

Overfitting in quantum machine learning and entangling dropout

no code implementations23 May 2022 Masahiro Kobayashi, Kouhei Nakaji, Naoki Yamamoto

The ultimate goal in machine learning is to construct a model function that has a generalization capability for unseen dataset, based on given training dataset.

BIG-bench Machine Learning Quantum Machine Learning

Faster Amplitude Estimation

1 code implementation5 Mar 2020 Kouhei Nakaji

In this paper, we introduce an efficient algorithm for the quantum amplitude estimation task which works in noisy intermediate-scale quantum(NISQ) devices.

Quantum Physics

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