My name is Lin Yang (杨林). I am currently a postdoc fellow at Princeton university (mentor: Prof. Mengdi Wang). I obtained my PhD degrees (in Computer Science and in Physics & Astronomy) from Johns Hopkins University. I was a recipient of the Dean Robert H. Roy Fellowship.
My research focuses on developing and applying fast algorithms for large-scale optimization and machine learning. I am keen on understanding the fundamental theory and computation limits of optimization from streaming data. I have worked on a number of topics including nonconvex streaming optimization, policy optimization for reinforcement learning, and streaming methods for optimization and function approximations. I am also enthusiastic about applying my algorithmic developments to accelerate real-world applications. For instance, my algorithmic developments have been applied to accelerate astrophysical discoveries.
[Last Updated Oct. 2018]
- Program Committee: ACML
- Conference Reviewing: ICML, NeurIPS, STOC, FOCS, COLT, PODS, ITCS, ACML, AISTATS, ICALP, RANDOM, ESA, LATIN, KAIS, FSTTCS
- Journal Reviewing: Theoretical Computer Science, QIC, JCSS, OPRE
Johns Hopkins University, Baltimore, MD
- Ph.D. in Computer Science, Advisors: Vladimir Braverman, Alex Szalay
- Ph.D. in Physics & Astronomy, Advisor: Alex Szalay
- MS.E. in Computer Science (GPA 4.0/4.0)
Tsinghua University, Beijing, China
- B.S. in Math & Physics with High Honors
My middle name Forrest is a translation of my first name (林). My publication name is Lin F. Yang. Note that my official name (Lin Yang OR 杨林) does not contain a middle name.