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NvidiaPatent applicationCars & transportInterest 6/10

Nvidia patents method to test self-driving cars with unexpected scenarios

Patent drawing
Patent drawing from the official filing.

Nvidia describes a system that creates 'surprise' driving situations to help train autonomous vehicles. It works by comparing normal driving paths with altered, counterfactual versions to identify where the car's prediction model might be uncertain or wrong.

Why it mattersThis helps engineers find rare or tricky driving moments that could confuse self-driving cars, potentially making the software safer before it hits the road.

In the filing’s own words

Mechanisms to generate surprise potentials that may be utilized to configure autonomous vehicle control logic, the surprise potentials derived from a shift between trajectory distributions generated by a trajectory prediction model having a feedforward prediction structure or diffusion-based structure, and counterfactual trajectory distributions based upon the trajectory distributions of the prediction model.

What exactly they claim (claim 1)

1. A system comprising: a trajectory prediction model configured to transform a driving scenario into candidate trajectories for a vehicle; a counterfactual scenario generator configured to transform the candidate trajectories into altered trajectories; logic configured to: determine a distribution shift between the candidate trajectories and the altered trajectories; and configure autonomous vehicle control logic with driving scenarios selected based on the distribution shift.

Facts

Company
Nvidia (NVIDIA Corp.)
Official title
SURPRISE POTENTIAL AS A MEASURE OF INTERACTIVITY IN DRIVING SCENARIOS
Publication number
US20260316789A1
Application number
19466442
Filed
Feb 1, 2026
Published
Oct 15, 2026
Inventors
5
Claims
20

Classified under

B60W 60/0017 Operations & transportG06N 3/0499 Physics & computing
Read the full filing (official PDF) ↗ Open in the Patent Tracker

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Summaries are simplified from the filing’s own abstract and first claim. A patent filing is not a product announcement.
Patent data and drawings: U.S. Patent and Trademark Office (USPTO). Nebula is not affiliated with or endorsed by the USPTO.