Abstract: Aspects of the present disclosure include systems, methods, and devices to provide estimations of vehicular pick-up/drop-off zone (PDZ) availability. A request for vehicular PDZ availability at a location is received from a vehicular autonomy system of a vehicle. The request specifies an estimated time of arrival at the location. The PDZ availability at the location at the estimated time of arrival is estimated using a probabilistic model. A response to the request is generated based on the estimated PDZ availability. The response indicates the estimated PDZ availability. The response is transmitted to the vehicular autonomy system responsive to the request.

Abstract: Systems and methods for autonomous vehicle testing are provided. In one example embodiment, a computer-implemented method includes receiving, by a computing system comprising one or more computing devices from a remote computing system, a request for an autonomous vehicle service simulation. The method includes obtaining, by the computing system, data indicative of at least one instance of a simulated autonomous vehicle and data indicative of one or more parameters for simulating an autonomous vehicle service using the at least one instance of the simulated autonomous vehicle. The method includes initiating, by the computing system, an autonomous vehicle service simulation using the at least one instance of the simulated autonomous vehicle and the one or more parameters. The method includes generating, by the computing system, data indicative of the autonomous vehicle service simulation using the at least one instance of the simulated autonomous vehicle and the one or more parameters.