Dvir Samuel is pursuing his PhD at Bar-Ilan University under the supervision of Professor Gal Check. Dvir also serves as a researcher at OriginA within the vision team under the supervision of Dr. Rami Ben-Ari. His research interests revolve around learning from long-tail distributions, test-time optimization, and the generation of rare concepts.