Author

Colin N. Jones

h-index 6 View on Semantic Scholar

We have 2 of 10 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Sep 2026

Robust Error Bounds for Vector-Valued Kernel Ridge Regression

A pointwise deterministic bound is derived on the discrepancy between the kernel ridge regression estimator and the ground truth in the corresponding Hilbert space norm for a vector-valued operator under the framework of vector-valued kernel ridge regression.

Wen-Bin Wang, Colin N. Jones · 0 citations

#machine learning Preprint Mar 2026

Learning efficient representations of complex constraints for scalable optimization

PolyFormer, a PIML framework that learns compact polytopic representations of the geometry induced by complex constraints, is introduced, establishing learned geometric constraint representations as an effective and scalable route to prescriptive optimization under diverse forms of constraint complexity.

Yi-Lin Wen, Yi Guo, Bo Zhao et al. · 0 citations