Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More In the subfield of machine learning known as natural language processing ...

Union Minister Pralhad Joshi highlights how robust testing and certification infrastructure is crucial to protect consumer ...

The rise of biomedical foundation models creates new hurdles in model testing and authorization, given their broad capabilities and susceptibility to complex distribution shifts. We suggest tailoring ...

Cybersecurity firm Raptoric has launched a security testing service for high-risk AI systems, covering adversarial, ...

Test scenarios for robustness verification always contain many input stability issues, such as erroneous values, lack or loss of value, unexpected timing and unpredicted toggling. Certainly, there is ...

On November 16, IDEAL hosted a workshop focused on new directions on robustness in machine learning as part of the fall 2021 special quarter. Machine learning systems are widely deployed to facilitate ...

Image features need to be robust against differences in positioning, acquisition and segmentation to ensure reproducibility. Radiomic models that only include robust features can be used to analyse ...

The recent 6.0 earthquake near Napa California caused close to $50 million in damages to the wineries and property in the region. The San Francisco bay area is accustomed to earthquakes and hence ...