Learning entropy production via neural networks. - Dong-Kyum Kim; Youngkyoung Bae; Sangyun Lee; Hawoong Jeong (CoRR, 2020)

Attaining entropy production and dissipation maps from Brownian movies via neural networks. - Youngkyoung Bae; Dong-Kyum Kim; Hawoong Jeong (CoRR, 2021)

Inferring the Langevin Equation with Uncertainty via Bayesian Neural Networks. - Youngkyoung Bae; Seungwoong Ha; Hawoong Jeong (CoRR, 2024)

Stochastic Restarting to Overcome Overfitting in Neural Networks with Noisy Labels. - Youngkyoung Bae; Yeongwoo Song; Hawoong Jeong (CoRR, 2024)

Stochastic resetting mitigates latent gradient bias of SGD from label noise. - Youngkyoung Bae; Yeongwoo Song; Hawoong Jeong (Mach. Learn. Sci. Technol., 2025)