Search Results for author: Akio Tomiya

Found 3 papers, 1 papers with code

Equivariant Transformer is all you need

no code implementations20 Oct 2023 Akio Tomiya, Yuki Nagai

We find that it overcomes poor acceptance rates for linear models and observe the scaling law of the acceptance rate as in the large language models with Transformers.

Self-Learning

HMC with Normalizing Flows

1 code implementation2 Dec 2021 Sam Foreman, Taku Izubuchi, Luchang Jin, Xiao-Yong Jin, James C. Osborn, Akio Tomiya

We propose using Normalizing Flows as a trainable kernel within the molecular dynamics update of Hamiltonian Monte Carlo (HMC).

Towards reduction of autocorrelation in HMC by machine learning

no code implementations11 Dec 2017 Akinori Tanaka, Akio Tomiya

Our proposing algorithm provides consistent central values of expectation values of the action density and one-point Green's function with ones from the original HMC in both the symmetric phase and broken phase within the statistical error.

BIG-bench Machine Learning

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