activity
20242026
most citedCoupled Integral PINN for Discontinuity

1 citations · 1 across the 7 of their papers we have counts for

collaborators

8 papers

astro-ph.IM2026

The LIRA-Ising Model: Estimating the boundaries of irregularly shaped X-ray sources

Kathryn McKeough, Vinay L. Kashyap, Aneta Siemiginowska +5

Mapping the boundary of an extended source is a key step in the study of its morphology. The background contamination and statistical fluctuations of typical astronomical images ma…

cs.CL2025

HyCoRA: Hyper-Contrastive Role-Adaptive Learning for Role-Playing

Shihao Yang, Zhicong Lu, Yong Yang +3

Multi-character role-playing aims to equip models with the capability to simulate diverse roles. Existing methods either use one shared parameterized module across all roles or ass…

stat.ML2025

Causal Clustering for Conditional Average Treatment Effects Estimation and Subgroup Discovery

Zilong Wang, Turgay Ayer, Shihao Yang

Estimating heterogeneous treatment effects is critical in domains such as personalized medicine, resource allocation, and policy evaluation. A central challenge lies in identifying…

stat.CO2025

Are Statistical Methods Obsolete in the Era of Deep Learning? A Study of ODE Inverse Problems

Skyler Wu, Shihao Yang, S. C. Kou

In the era of AI, neural networks have become increasingly popular for modeling, inference, and prediction, largely due to their potential for universal approximation. With the pro…

stat.AP2025

Restoring the Forecasting Power of Google Trends with Statistical Preprocessing

Candice Djorno, Mauricio Santillana, Shihao Yang

Google Trends reports how frequently specific queries are searched on Google over time. It is widely used in research and industry to gain early insights into public interest. Howe…

stat.ML2025

EFiGP: Eigen-Fourier Physics-Informed Gaussian Process for Inference of Dynamic Systems

Jianhong Chen, Shihao Yang

Parameter estimation and trajectory reconstruction for data-driven dynamical systems governed by ordinary differential equations (ODEs) are essential tasks in fields such as biolog…

stat.AP2024

O-MAGIC: Online Change-Point Detection for Dynamic Systems

Yan Sun, Yeping Wang, Zhaohui Li +1

The capture of changes in dynamic systems, especially ordinary differential equations (ODEs), is an important and challenging task, with multiple applications in biomedical researc…

physics.flu-dyn2024★ 1 cited

Coupled Integral PINN for Discontinuity

Yeping Wang, Shihao Yang

Physics-Informed Neural Networks (PINNs) solve forward PDEs by minimizing residual losses from the governing equations with initial and boundary conditions, but they often struggle…