Ling, Shuyang
- On the Landscape of Synchronization Networks: A Perspective from Nonconvex Optimization
2018/09/28 by Shuyang Ling, Ruitu Xu, Ling, Shuyang +3 · 5 citations
Computer Science · #Nonlinear Dynamics and Pattern Formation #Neural Networks Stability and Synchronization #Cellular Automata and Applications
- Solving Orthogonal Group Synchronization via Convex and Low-Rank Optimization: Tightness and Landscape Analysis
2020/06/01 by Shuyang Ling, Ling, Shuyang · 4 citations
Physics and Astronomy · Computer Science · Engineering · #Advanced Frequency and Time Standards #Network Time Synchronization Technologies #Sparse and Compressive Sensing Techniques
- Neural Collapse for Unconstrained Feature Model under Cross-entropy Loss with Imbalanced Data
2023/09/18 by Wanli Hong, Shuyang Ling, Hong, Wanli +1 · 6 citations
Computer Science · #Imbalanced Data Classification Techniques #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI)
- Strong Consistency, Graph Laplacians, and the Stochastic Block Model
2020/04/21 by Shaofeng Deng, Shuyang Ling, Deng, Shaofeng +3 · 3 citations
Mathematics · Physics and Astronomy · #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Opinion Dynamics and Social Influence #Random Matrices and Applications #Social and Information Networks (cs.SI)
- When Do Birds of a Feather Flock Together? k-Means, Proximity, and Conic Programming
2017/10/16 by Xiaodong Li, Yang Li, Li, Xiaodong +7 · 2 citations
Computer Science · #90C90 #Bayesian Methods and Mixture Models #Bayesian Modeling and Causal Inference #FOS: Mathematics #Machine Learning and Algorithms #Optimization and Control (math.OC) #Statistics Theory (math.ST)
- Generalized Orthogonal Procrustes Problem under Arbitrary Adversaries
2021/06/29 by Shuyang Ling, Ling, Shuyang · 2 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques
- Local Geometry Determines Global Landscape in Low-rank Factorization for Synchronization
2023/11/30 by Shuyang Ling, Ling, Shuyang · 3 citations
Computer Science · Engineering · Neuroscience · #Blind Source Separation Techniques #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Functional Brain Connectivity Studies #Information Theory (cs.IT) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques
- Rapid, Robust, and Reliable Blind Deconvolution via Nonconvex Optimization
2016/06/15 by Li, Xiaodong, Ling, Shuyang, Strohmer, Thomas +1 · 1 citation
#FOS: Computer and information sciences #Information Theory (cs.IT)
- Beyond Unconstrained Features: Neural Collapse for Shallow Neural Networks with General Data
2024/09/03 by Hong, Wanli, Ling, Shuyang · 3 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Self-Calibration and Bilinear Inverse Problems via Linear Least Squares
2016/11/13 by Ling, Shuyang, Strohmer, Thomas · 1 citation
#FOS: Computer and information sciences #Information Theory (cs.IT)
- Improved Performance Guarantees for Orthogonal Group Synchronization via Generalized Power Method
2020/12/01 by Ling, Shuyang · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Optimization and Control (math.OC)
- Near-Optimal Bounds for Generalized Orthogonal Procrustes Problem via Generalized Power Method
2021/12/27 by Ling, Shuyang · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Optimization and Control (math.OC)
- Cross Entropy versus Label Smoothing: A Neural Collapse Perspective
2024/02/06 by Guo, Li, Andriopoulos, George, Zhao, Zifan +3 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Improved theoretical guarantee for rank aggregation via spectral method
2023/09/07 by Ziliang Samuel Zhong, Zhong, Ziliang Samuel, Shuyang Ling +1 · 1 citation
Decision Sciences · Mathematics · #Advanced Statistical Methods and Models #FOS: Computer and information sciences #FOS: Mathematics #Fuzzy Systems and Optimization #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multi-Criteria Decision Making #Optimization and Control (math.OC)
- Uncertainty Quantification of Spectral Estimator and MLE for Orthogonal Group Synchronization
2024/08/12 by Zhong, Ziliang Samuel, Ling, Shuyang · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Optimization and Control (math.OC) #Statistics Theory (math.ST)