Topic
evidence
Logistics Fleet Liability Playbook Shifts From Defense to Proof as Nuclear Verdicts Rise
Zonar CEO Charles Kriete says plaintiff attorneys now subpoena video data daily in discovery. Nuclear verdicts are adding proof as a third competitive variable alongside price and service. Fleets with documented safety programs and video evidence can change their court story.
New Visualization Framework Reveals Spatial Sources of Uncertainty in Deep Learning Models
Researchers propose a novel framework called Uncertainty Activation Map (UAM) that visualizes two types of uncertainty – vacuity (lack of evidence) and dissonance (conflicting evidence) – at pixel level. Combining Evidential Deep Learning (EDL) with Full-Gradient Class Activation Mapping (FullGrad), UAM provides theoretically grounded spatial maps to help identify when and why deep neural networks are uncertain, a critical capability for deploying reliable AI in safety-critical domains.