Learning with Average Top-k Loss

Yanbo Fan, Siwei Lyu, Yiming Ying, Baogang Hu

Neural Information Processing Systems 

Furthermore, it remains a convex function over all individual losses, which can lead to convex optimization problems that can be solved effectively with conventional gradient-based methods.

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