Puneet Sharma

CMRVision outperforms existing models in cardiac MRI analysis, achieving remarkable segmentation accuracy and setting a new benchmark for multi-task performance in this domain.

MR-JEPA achieves a remarkable 21-27% reduction in mean absolute error on key cardiac strain tasks compared to existing models, showcasing the power of unified video encoding in medical imaging.

Hybrid governance, combining bounded AI autonomy with human oversight, emerges as crucial for ensuring the resilience of embodied AI in critical infrastructure against cascading failures.