97 citations · 225 across the 33 of their papers we have counts for
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cs.CV2019★ 1 cited
Task-Oriented Convex Bilevel Optimization with Latent Feasibility
Risheng Liu, Long Ma, Xiaoming Yuan +2
This paper firstly proposes a convex bilevel optimization paradigm to formulate and optimize popular learning and vision problems in real-world scenarios. Different from convention…
cs.LG2019★ 2 cited
Stability and Optimization Error of Stochastic Gradient Descent for Pairwise Learning
Wei Shen, Zhenhuan Yang, Yiming Ying +1
In this paper we study the stability and its trade-off with optimization error for stochastic gradient descent (SGD) algorithms in the pairwise learning setting. Pairwise learning…