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Research questionHow can city-level IP geolocation stay accurate across nonlinear IPv6 allocations, transient networks, and ambiguous AS metadata?Modern network allocations do not reliably correspond to geographic boundaries, especially across the expanding IPv6 space and transient mobile networks. Autonomous System descriptions can also be noisy or too ambiguous to resolve the location of an address.
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Machine Learning
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Latest papersRecent research connected to this question, newest first.IPGeoAI: Transformer-Based Geolocation with LLM Semantic FusionThe source describes a Transformer-based model that combines IP subnet structure with offline semantic features extracted from AS descriptions, then uses hierarchical country-to-city inference. Evidence comes from offline evaluation on a proprietary dataset spanning 200,000 cities, comparison with an external vendor, and large-scale online production testing; the source does not provide public-dataset or generalization evidence.research paper · Sep 3, 2026
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