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Oct, 2018
使用优化预言机在非凸博弈中学习
Learning in Non-convex Games with an Optimization Oracle
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Alon Gonen, Elad Hazan
TL;DR
本文着重考虑在线学习在对抗性,非凸设置下,通过使用离线优化模型,得到了相对应的在线学习模型和统计学习模型之间的计算等价关系,同时提出了一种应用,将该方法应用于求解包括 GAN(生成对称网络)在内的非凸博弈的均衡解。
Abstract
We consider adversarial
online learning
in a non-convex setting under the assumption that the learner has an access to an
offline optimization oracle
. In the most general unstructured setting of prediction with e
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