165 citations · 249 across the 25 of their papers we have counts for
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cs.LG2022
Learning-Assisted Algorithm Unrolling for Online Optimization with Budget Constraints
Jianyi Yang, Shaolei Ren
Online optimization with multiple budget constraints is challenging since the online decisions over a short time horizon are coupled together by strict inventory constraints. The e…
cs.LG2022★ 1 cited
Informed Learning by Wide Neural Networks: Convergence, Generalization and Sampling Complexity
Jianyi Yang, Shaolei Ren
By integrating domain knowledge with labeled samples, informed machine learning has been emerging to improve the learning performance for a wide range of applications. Nonetheless,…
cs.LG2022★ 4 cited
Expert-Calibrated Learning for Online Optimization with Switching Costs
Pengfei Li, Jianyi Yang, Shaolei Ren
We study online convex optimization with switching costs, a practically important but also extremely challenging problem due to the lack of complete offline information. By tapping…