Li, Mufan Bill

1. Depthwise Hyperparameter Transfer in Residual Networks: Dynamics and Scaling Limit
   2023/09/28 by Blake Bordelon, Bordelon, Blake, Lorenzo Noci +7 · 9 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Cell Image Analysis Techniques #Disordered Systems and Neural Networks (cond-mat.dis-nn) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks
2. The Neural Covariance SDE: Shaped Infinite Depth-and-Width Networks at Initialization
   2022/06/06 by Mufan Bill Li, Mihai Nica, Li, Mufan Bill +3 · 3 citations
   Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications #Stochastic Gradient Optimization Techniques
3. The Shaped Transformer: Attention Models in the Infinite Depth-and-Width Limit
   2023/06/30 by Noci, Lorenzo, Li, Chuning, Li, Mufan Bill +4 · 3 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
4. Sampling from the Mean-Field Stationary Distribution
   2024/02/12 by Kook, Yunbum, Zhang, Matthew S., Chewi, Sinho +2 · 2 citations
   #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
5. Riemannian Langevin Algorithm for Solving Semidefinite Programs
   2020/10/21 by Li, Mufan Bill, Erdogdu, Murat A. · 1 citation
   #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
6. The Future is Log-Gaussian: ResNets and Their Infinite-Depth-and-Width Limit at Initialization
   2021/06/07 by Li, Mufan Bill, Nica, Mihai, Roy, Daniel M. · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
7. Improved Discretization Analysis for Underdamped Langevin Monte Carlo
   2023/02/16 by Zhang, Matthew, Chewi, Sinho, Li, Mufan Bill +2 · 1 citation
   #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Statistics Theory (math.ST)