3 papers
cs.LG2026
MC: Monte Carlo Correction for Fast Elliptic PDE Solving
Ethan Hsu, Hong Meng Yam, Ivan Ge
Partial differential equation (PDE) solvers underpin scientific computing, but real-world deployment is bounded by compute. Classical Monte Carlo solvers such as Walk-on-Spheres (W…
cs.CL2026
WebDS: An End-to-End Benchmark for Web-based Data Science
Ethan Hsu, Hong Meng Yam, Ines Bouissou +9
Many real-world data science tasks involve complex web-based interactions: finding appropriate data available on the internet, synthesizing multimodal data from different locations…
cs.CL2024
What Should Baby Models Read? Exploring Sample-Efficient Data Composition on Model Performance
Hong Meng Yam, Nathan J Paek
We explore the impact of pre-training data composition on the performance of small language models in a sample-efficient setting. Using datasets limited to 10 million words, we eva…