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Add VFL backdoor attacks#7

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VioletZCJ wants to merge 2 commits into
mindspore-ai:masterfrom
VioletZCJ:master
Open

Add VFL backdoor attacks#7
VioletZCJ wants to merge 2 commits into
mindspore-ai:masterfrom
VioletZCJ:master

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@VioletZCJ

@VioletZCJ VioletZCJ commented Jun 28, 2025

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What type of PR is this?

Uncomment only one /kind <> line, hit enter to put that in a new line, and remove leading whitespaces from that line:

/kind bug

/kind task

/kind feature

What does this PR do / why do we need it:
This PR builds upon the previous submission by extending the existing algorithms and introducing new capabilities to the Vertical Federated Learning (VFL) research framework:

  1. Added support for new datasets in the previously implemented algorithms.

  2. Introduced a novel backdoor attack algorithm.

Which issue(s) this PR fixes:

Fixes #

Special notes for your reviewers:
所属项目:分布式学习中的数据安全基础理论,课题1,武汉大学,何琨老师团队
支持算法数量:9种
· gr(梯度替换攻击):通用场景(cifar/cinic)/医疗场景(bhi)/广告场景(criteo)
· villain攻击:通用场景(cifar/cinic)/医疗场景(bhi)/广告场景(criteo)
· direct_label_inference(直接标签推理攻击):通用场景(cifar/cinic)/医疗场景(bhi)/广告场景(criteo)

@CLAassistant

CLAassistant commented Jun 28, 2025

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2 participants