activity
20152026
most citedA Deep Neural Network for Knot Placement in B-spline Approximation

14 citations · 33 across the 11 of their papers we have counts for

collaborators

11 papers

math.OC2026

A Combinatorial Benders Decomposition Framework for Two-Dimensional Irregular Bin Packing Problems with Convex Polygons

Jianming Wang, Zhouwang Yang

Two-dimensional irregular bin packing combines combinatorial bin-assignment decisions with difficult geometric feasibility constraints, making exact optimization challenging. This…

math.NA2023

The Random Feature Method for Solving Interface Problems

Xurong Chi, Jingrun Chen, Zhouwang Yang

Interface problems have long been a major focus of scientific computing, leading to the development of various numerical methods. Traditional mesh-based methods often employ time-c…

math.NA2022★ 8 cited

Bridging Traditional and Machine Learning-based Algorithms for Solving PDEs: The Random Feature Method

Jingrun Chen, Xurong Chi, Weinan E +1

One of the oldest and most studied subject in scientific computing is algorithms for solving partial differential equations (PDEs). A long list of numerical methods have been propo…

math.OC2022★ 14 cited

A Deep Neural Network for Knot Placement in B-spline Approximation

Jiaqi Luo, Zepeng Wen, Hongmei Kang +1

Automatically determining knot number and positions is a fundamental and challenging problem in B-spline approximation. In this paper, the knot placement is abstracted as a mapping…

cs.CV2021

Use square root affinity to regress labels in semantic segmentation

Lumeng Cao, Zhouwang Yang

Semantic segmentation is a basic but non-trivial task in computer vision. Many previous work focus on utilizing affinity patterns to enhance segmentation networks. Most of these st…

cs.LG2021★ 3 cited

Multi-Instance Learning by Utilizing Structural Relationship among Instances

Yangling Ma, Zhouwang Yang

Multi-Instance Learning(MIL) aims to learn the mapping between a bag of instances and the bag-level label. Therefore, the relationships among instances are very important for learn…