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Alexandre M. Bayen

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#machine learning Preprint Sep 2026

FlowATC: Aircraft Trajectory Prediction via Flow Matching

A flow-matching architecture trained exclusively on historical aircraft trajectories, with no route labels or chart supervision, that generates aircraft trajectory distributions that closely match historical traffic, reproducing known airspace structure around San Francisco Airport.

Mathurin Petit, Emir Torun, Louis Brusset et al. · 0 citations
#machine learning Preprint Aug 2026

V2TATC: Joint Voice-Trajectory Embedding and Dataset for Air Traffic Controller Situational Awareness

Voice-to-Trajectory for Air Traffic Control is introduced, a joint voice communication-flight trajectory data embedding framework that can be a component of situational awareness in congested airspaces, and assist the development of tools for ATC as they reason in real-time over Automatic Dependent Surveillance-Broadca...

Louis Brusset, Mathurin Petit, J. Kam et al. · 0 citations

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