Search Results for author: Shinji Kikuchi

Found 2 papers, 0 papers with code

Variational Denoising for Variational Quantum Eigensolver

no code implementations2 Apr 2023 Quoc Hoan Tran, Shinji Kikuchi, Hirotaka Oshima

We propose variational denoising, an unsupervised learning method that employs a parameterized quantum neural network to improve the solution of VQE by learning from noisy VQE outputs.

Denoising

NeuRecover: Regression-Controlled Repair of Deep Neural Networks with Training History

no code implementations1 Mar 2022 Shogo Tokui, Susumu Tokumoto, Akihito Yoshii, Fuyuki Ishikawa, Takao Nakagawa, Kazuki Munakata, Shinji Kikuchi

Search-based repair techniques for DNNs have potentials to tackle this challenge by enabling localized updates only on "responsible parameters" inside the DNN.

regression

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