Byzantine robust aggregator

epfml / disco

DISCO is a code-free and installation-free browser platform that allows any non-technical user to collaboratively train machine learning models without sharing any private data.

https://discolab.ai

Apache License 2.0

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Byzantine robust aggregator #597

Open s314cy opened 1 year ago

s314cy commented 1 year ago

Following the aggregator refactor in #578, byzantine-robust aggregation in the federated setting does not work anymore as it remains to be re-implemented with the new architecture in mind.

JulienVig commented 8 months ago

The work pre-refactoring has been left in the code unused, we are removing it in #652. For future use, it can be found in discojs/discojs-core/src/aggregator/robust.ts at commit b9db50f

tharvik commented 4 months ago

the initial implementation was done in #489
based on a MLO paper
byzantine robust in this case is robustness against "bad weights"
seems quite douable (added to v4 milestone)

thanks @JulienVig for the code de-zombification