Alexander Rakhlin

Making Gradient Descent Optimal for Strongly Convex Stochastic Optimization

Alexander Rakhlin, Ohad Shamir, Karthik Sridharan · arXiv (Cornell University) · 2011 · 549 citations · Full text

Computing, Computer Science, Algorithms +12

Automatic Instrument Segmentation in Robot-Assisted Surgery using Deep Learning

Alexey A. Shvets, Alexander Rakhlin, Alexandr A. Kalinin et al. · 2018 · 344 citations · Full text

Computing, Computer Science, Surgery +16

Competing in the dark: An efficient algorithm for bandit linear optimization

Jacob Abernethy, Elad Hazan, Alexander Rakhlin · ScholarlyCommons (University of Pennsylvania) · 2008 · 195 citations · Full text

Computing, Computer Science, Algorithms +13

Adaptive Online Gradient Descent

Elad Hazan, Alexander Rakhlin, Peter L. Bartlett · Neural Information Processing Systems · 2007 · 189 citations

Computing, Computer Science, Mathematics +15

Non-convex learning via Stochastic Gradient Langevin Dynamics: a nonasymptotic analysis

Maxim Raginsky, Alexander Rakhlin, Matus Telgarsky · arXiv (Cornell University) · 2017 · 152 citations · Full text

Engineering, Mathematics, Machine Learning +16