Closed-loop framework evaluates attack injection into vehicle reactions
Built on VaN3Twin, the library has 76 ETSI-adapted attack profiles in nine suites and a labelled dataset.
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15 stories, newest first · one card per story
Stories tagged #autonomous-vehicles
PPFLex uses MPC to stop federated guidance from leaking labels
In the authors' experiment, a malicious server inferred client label sets from shared guidance matrices at 50% to 84% accuracy.
Foundation4D unifies driving perception and 3D reconstruction
The model and PAI-Foundation4D benchmark cover 1,253 clips with dense depth and occupancy labels.
Laplace builds automated red-teaming for robots and autonomous vehicles
The Ann Arbor startup simulates real roads on Nvidia Cosmos and already has AV customers including Bot Auto.
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Laplace Intelligence red-teams robots and self-driving cars before they hit the real world
Laplace Intelligence pitches simulation-based AI red-teaming for robots and self-driving cars before real-world deployment.
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Collective Autonomous Vehicle Routing Needs Social Awareness for Coexistence with Human Drivers
Social marginal-cost rewards make autonomous-vehicle routing fairer to human drivers in mixed traffic.
Nvidia's big bet on physical AI aims for safer robotaxis, humanoid robots
Nvidia is extending its Halos safety stack from autonomous vehicles to robotaxis and humanoid robots.
Mission-Aware Attestation Envelopes for Time-Critical Autonomous Action: A Hardware-in-the-Loop V2I Study
Researchers define mission-aware attestation that rejects stale or late integrity evidence on a hardware-in-the-loop V2I platform.
How corner is a corner case? Percentile control for highway scenario generation
A diffusion method generates highway scenarios at a requested risk percentile, hitting 98.75% of targets.
A Secure dToF LiDAR SoC with Dual-Domain Fingerprinting and Event-Driven AFE Circuit Achieving Sensor-Level Attack Resilience
First dToF LiDAR SoC with dual-domain fingerprinting rejects spoofed laser echoes, protecting 73% of the point cloud versus 0% unprotected.
Shield AI, Waabi, and General Motors on building AI when failure is not an option at TechCrunch Disrupt 2026
Shield AI, Waabi, and GM will discuss high-stakes physical AI at TechCrunch Disrupt 2026.
Why Deploying Physical AI at Scale Demands Safety at Every Layer
NVIDIA says scaling physical AI requires layered safety and promotes its Halos stack for vehicles and robots.
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Illusion of Depth: Revealing Hidden Stereo Vision Vulnerabilities in Depth Estimation
Simple repeating patterns let attackers shift stereo-camera depth estimates by up to 20 meters, triggering emergency braking in autonomous driving frameworks at 40 km/h.
Physical AI Takes the Wheel: How the World’s Robotaxi Leaders Are Building With NVIDIA Technologies
NVIDIA details a three-computer robotaxi platform that Uber, Lyft, May Mobility, Mercedes-Benz and others are adopting to scale autonomous fleets.
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Travis Kalanick’s Atoms might be getting into the robotaxi business
Travis Kalanick's Atoms, which raised $1.7B led by Andreessen Horowitz with $100M from Uber, is reportedly exploring robotaxi technology and acquisitions.