Publications

DATS: Difficulty-Aware Task Sampler for Meta-Learning Physics-Informed Neural Networks

Published in The Twelfth International Conference on Learning Representations, 2024

Citation (APA): Toloubidokhti, M., Ye, Y., Missel, R., Jiang, X., Kumar, N., Shrestha, R., & Wang, L. DATS: Difficulty-Aware Task Sampler for Meta-Learning Physics-Informed Neural Networks. In The Twelfth International Conference on Learning Representations.
[Paper URL]

Distributionally Robust Optimization and Invariant Representation Learning for Addressing Subgroup Underrepresentation: Mechanisms and Limitations

Published in Fairness of AI in Medical Imaging (FAIMI @ MICCAI), 2023

Citation (APA): Kumar, N., Shrestha, R., Li, Z., & Wang, L. (2023, October). Distributionally Robust Optimization and Invariant Representation Learning for Addressing Subgroup Underrepresentation: Mechanisms and Limitations. In Workshop on Clinical Image-Based Procedures (pp. 183-193). Cham: Springer Nature Switzerland.
[Paper URL]

Ruby Shrestha

Publications

DATS: Difficulty-Aware Task Sampler for Meta-Learning Physics-Informed Neural Networks

Distributionally Robust Optimization and Invariant Representation Learning for Addressing Subgroup Underrepresentation: Mechanisms and Limitations