Marta Sumyk

Synthetic data augmentation can boost classification accuracy in satellite imagery analysis of war-damaged agricultural fields by up to 4% and improve recall for critical underrepresented classes.

Autonomous evaluation can boost task success rates for GUI agents by over 12% when noise is effectively modeled and corrected.