Sample-efficient and reliable policy comparison is essential for both fast design iteration and reproducible baseline comparison, where expensive hardware eval remains the gold standard. Check out this awesome RSS work led by @das_princeton on a new, general framework!
(1/12) How should we rigorously compare robot policies? Comparison is central to robotics research, but is inherently expensive. We introduce NSCORE, a flexible, general-purpose, and data-efficient method for rigorous policy comparison. Accepted to RSS 2026.






