Zobrazeno 1 - 10
of 68
pro vyhledávání: '"Ling, Shuyang"'
Autor:
Hong, Wanli, Ling, Shuyang
Neural collapse (NC) is a phenomenon that emerges at the terminal phase of the training (TPT) of deep neural networks (DNNs). The features of the data in the same class collapse to their respective sample means and the sample means exhibit a simplex
Externí odkaz:
http://arxiv.org/abs/2409.01832
Autor:
Zhong, Ziliang Samuel, Ling, Shuyang
Orthogonal group synchronization aims to recover orthogonal group elements from their noisy pairwise measurements. It has found numerous applications including computer vision, imaging science, and community detection. Due to the orthogonal constrain
Externí odkaz:
http://arxiv.org/abs/2408.05944
Autor:
Ling, Shuyang
Quadratic assignment problem (QAP) is a fundamental problem in combinatorial optimization and finds numerous applications in operation research, computer vision, and pattern recognition. However, it is a very well-known NP-hard problem to find the gl
Externí odkaz:
http://arxiv.org/abs/2408.05942
Autor:
Guo, Li, Ross, Keith, Zhao, Zifan, Andriopoulos, George, Ling, Shuyang, Xu, Yufeng, Dong, Zixuan
Label smoothing loss is a widely adopted technique to mitigate overfitting in deep neural networks. This paper studies label smoothing from the perspective of Neural Collapse (NC), a powerful empirical and theoretical framework which characterizes mo
Externí odkaz:
http://arxiv.org/abs/2402.03979
Autor:
Hong, Wanli, Ling, Shuyang
Recent years have witnessed the huge success of deep neural networks (DNNs) in various tasks of computer vision and text processing. Interestingly, these DNNs with massive number of parameters share similar structural properties on their feature repr
Externí odkaz:
http://arxiv.org/abs/2309.09725
Autor:
Zhong, Ziliang Samuel, Ling, Shuyang
Given pairwise comparisons between multiple items, how to rank them so that the ranking matches the observations? This problem, known as rank aggregation, has found many applications in sports, recommendation systems, and other web applications. As i
Externí odkaz:
http://arxiv.org/abs/2309.03808
Autor:
Ling, Shuyang
Given multiple point clouds, how to find the rigid transform (rotation, reflection, and shifting) such that these point clouds are well aligned? This problem, known as the generalized orthogonal Procrustes problem (GOPP), has found numerous applicati
Externí odkaz:
http://arxiv.org/abs/2112.13725
Autor:
Ling, Shuyang
The generalized orthogonal Procrustes problem (GOPP) plays a fundamental role in several scientific disciplines including statistics, imaging science and computer vision. Despite its tremendous practical importance, it is generally an NP-hard problem
Externí odkaz:
http://arxiv.org/abs/2106.15493
Autor:
Ling, Shuyang
Given the noisy pairwise measurements among a set of unknown group elements, how to recover them efficiently and robustly? This problem, known as group synchronization, has drawn tremendous attention in the scientific community. In this work, we focu
Externí odkaz:
http://arxiv.org/abs/2012.00470
Autor:
Ling, Shuyang
Group synchronization asks to recover group elements from their pairwise measurements. It has found numerous applications across various scientific disciplines. In this work, we focus on orthogonal and permutation group synchronization which are wide
Externí odkaz:
http://arxiv.org/abs/2008.05341