A Minimally Informed Black-Box Fake-Report Attack on DRL Traffic-Signal Control

arXiv:2610.38557v1 Announce Type: new Abstract: Deep reinforcement learning (DRL) traffic-signal controllers may use vehicle-to-infrastructure (V2I) reports, exposing their perception layer to false-data injection. Existing demonstrations typically assume either white-box access to the controller's weights or full observability of the traffic state.

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