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Paper · arXiv

Resilient Byzantine Agreement with Predictions

This paper studies the Byzantine Agreement problem where the nodes have access to a predictor that flags nodes for suspicion of faulty (Byzantine) behavior. We focus on algorithmic resilience -- the maximum number of faulty nodes an algorithm can tolerate -- and present algorithms and impossibility results whose resilience depend on the accuracy of the predictor. As our first main result, we bring a complete characterization of the consistency--robustness trade-offs in both the non-authenticated and authenticated settings: for $n$ nodes and a parameter $α\in [0, 1]$, we present algorithms that tolerate up to $α\cdot n$ faulty nodes when the predictor is correct (consistency), and up to $\...

AuthorsJulien Dallot, Darya Melnyk, Tijana Milentijevic et al.
Primary categorycs.DC
Published19 May 2026
Last updated at source19 May 2026
cs.DCcs.AI
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