Contributions in text-to-image model evaluation, sample-efficient reward modeling, pseudolabeling in SSL, crowdsourced clustering, confidence learning for auto-labeling, metric learning from pairwise comparisons, synthetic face auditing, and human-in-the-loop OOD detection