L
Lu Chen
Publications - 2
Citations - 6
Lu Chen is an academic researcher. The author has contributed to research in topics: Robustness (computer science) & Game theory. The author has an hindex of 1, co-authored 2 publications receiving 6 citations.
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Game-theoretic Understanding of Adversarially Learned Features.
Jie Ren,Die Zhang,Yisen Wang,Lu Chen,Zhanpeng Zhou,Xu Cheng,Xin Wang,Yiting Chen,Jie Shi,Quanshi Zhang +9 more
TL;DR: In this article, the authors define the multi-order interaction in game theory, which satisfies six properties: adversarial attacks mainly affect high-order interactions to fool the DNN, and the robustness of adversarially trained DNNs comes from category-specific loworder interactions.
Posted Content
A Unified Game-Theoretic Interpretation of Adversarial Robustness.
Jie Ren,Die Zhang,Yisen Wang,Lu Chen,Zhanpeng Zhou,Yiting Chen,Xu Cheng,Xin Wang,Meng Zhou,Jie Shi,Quanshi Zhang +10 more
TL;DR: In this paper, a unified view to explain different adversarial attacks and defense methods is provided, where multi-order interactions between input variables of DNNs are investigated. And the robustness of adversarially trained DNN is shown to come from category-specific low-order interaction.