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Byzantine fault tolerance of non-delay-based IP geolocation approaches

Ascertain whether alternative IP geolocation approaches—such as web mining of server locations, reverse DNS geolocation, IP range interpolation, traceroute/hostname-based mapping, and machine learning methods—can be adapted to provide Byzantine fault tolerance suitable for decentralized, adversarial environments.

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Background

The paper surveys alternatives to delay-based geolocation, including web mining, DNS-based inference, traceroute-derived hints, IP range interpolation, and machine learning. While these methods may improve accuracy when combined with delay-based techniques, their resilience to adversarial manipulation is not established.

Because the proposed protocols target decentralized and potentially adversarial settings, establishing whether these non-delay-based methods can be made Byzantine fault tolerant remains an open question relevant to practical deployment.

References

While these alternative approaches can complement delay-based geolocation to improve accuracy, they do not offer Byzantine fault tolerance. Therefore, their adaptability in a Byzantine setting remains uncertain.

BFT-PoLoc: A Byzantine Fortified Trigonometric Proof of Location Protocol using Internet Delays (2403.13230 - Sheng et al., 20 Mar 2024) in Section 2.2 (Other Approaches)