Xin-Jiang Wang

Ego4WAM: What Matters When Scaling Egocentric Human Data for Robot Learning?

Egocentric human data provides a scalable source of experience for robot learning, but varies substantially in human-robot alignment, behavioral coverage, and available supervision. Existing work shows favorable scaling with increasing human data, but it remains unclear which data properties drive downstream robot gain...