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Concerns on how to evaluate the robustness of TFF using their build-in pipeline by simulating attacks and mutators provided in your paper. #1

Open ElnathanTiokou opened 2 years ago

ElnathanTiokou commented 2 years ago

Dear team, I'm Elnathan Tiokou, and Currently writing my MSc thesis on Adversarial Robustness of Federated Learning Frameworks.

As a principal paper, I have your paper, "Towards Understanding Quality Challenges of the Federated Learning: A First Look from the Lens of Robustness" Which is a great paper. Congratulations and thank you for your contribution.

I am currently facing a challenge to assess Tensorflow-federated, evaluate how it react against different attacks described in your paper. I took a look at the whole GitHub project of the paper, It seems like you did not really use TFF build-in function to simulate your attacks.

Please I need help on How I could asses the robustness of TFF, using their build-in function, by simulating your provided Attacks and Mutation testing functions.

Thank you for your contribution. Best regards.

aminesi commented 2 years ago

Hi Elnathan,

Thanks for the kind words. Unfortunately I was unable to make TFF work with adverserail attacks and aggregation techniques so I cannot help you with this.

Regards, Amin Eslami Abyane

On Sat., May 14, 2022, 10:37 a.m. Elnathan Tiokou, @.***> wrote:

Dear team, I'm Elnathan Tiokou, and Currently writing my MSc thesis on Adversarial Robustness of Federated Learning Frameworks.

As a principal paper, I have your paper, "Towards Understanding Quality Challenges of the Federated Learning: A First Look from the Lens of Robustness" Which is a great paper. Congratulations and thank you for your contribution.

I am currently facing a challenge to assess Tensorflow-federated, evaluate how it react against different attacks described in your paper. I took a look at the whole GitHub project of the paper, It seems like you did not really use TFF build-in function to simulate your attacks.

Please I need help on How I could asses the robustness of TFF, using their build-in function, by simulating your provided Attacks and Mutation testing functions.

Thank you for your contribution. Best regards.

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