الباحثون

Shinjae Yoo

المنشورات 2

نسخة أولية وصول مفتوح

Pretraining Shapes Spectral Structure: Architecture- and Strategy-Conditional Prediction of OOD Robustness in Foundation Models

Sangyoon Bae, Sk Miraj Ahmed, Shinjae Yoo وآخرون · 2026

Can we determine whether a foundation model will generalize out-of-distribution (OOD) before any target data is available? Existing diagnostics require source or target data, which rules them out before a target domain exists. Those that use the weights alone apply one statistic to every architecture, and do not separa …

نسخة أولية وصول مفتوح

Efficient Neural Field Learning via Adaptive Coverage and Focused Sampling

Guang Zhao, Xihaier Luo, Huan-Hsin Tseng وآخرون · 2026

Implicit neural representations (INRs) provide a flexible framework for modeling high-dimensional continuous fields, but their training is often inefficient due to uniform subsampling that ignores spatial heterogeneity. Existing adaptive sampling methods partially address this issue by prioritizing high-error samples, …

المؤلفون المشاركون