Publications

A full list of up-to-date preprints, techical reports, and publications is available on arxiv and Google Scholar.

Selected Publications

1. Chaotic Regularization and Heavy-Tailed Limits for Deterministic Gradient Descent
   Soon Hoe Lim, Yijun Wan, Umut Şimşekli.
   Advances in Neural Information Processing Systems, 35, 2022.

2. Noisy Feature Mixup
   Soon Hoe Lim, N. Benjamin Erichson, Francisco Utrera, Winnie Xu, Michael W. Mahoney.
   Proceedings of the International Conference on Learning Representations, 2022.

3. Noisy Recurrent Neural Networks
   Soon Hoe Lim, N. Benjamin Erichson, Liam Hodgkinson, Michael W. Mahoney.
   Advances in Neural Information Processing Systems, 34, 2021.

4. Understanding Recurrent Neural Networks Using Nonequilibrium Response Theory
   Soon Hoe Lim.
   Journal of Machine Learning Research, 22(47):1–48, 2021.

5. Homogenization for Generalized Langevin Equations with Applications to Anomalous Diffusion
   Soon Hoe Lim, Jan Wehr, Maciej Lewenstein.
   Annales Henri Poincaré, 21, 1813–1871, 2020.