Scientific Frontiers
Research Archive
A consolidated record of NAIRL’s published research across its three scientific frontiers — from breakthroughs in neural scaling to physical AI and high-dimensional generative models. Browse the focus areas, then filter the full publications index by pillar.
Our Research Focus
Three frontiers that organize the lab’s agenda and every paper in the archive.FRONTIER 01
Beyond Scaling Laws
New learning methods and architectures that move past the limits of today’s neural scaling laws — reaching higher performance with far less compute.
Explore frontier →FRONTIER 02
Physical AI & Robotic Foundation Models
Integrated foundation models for robot autonomy that unify perception, decision-making, and physical control, grounding intelligence in embodiment.
Explore frontier →FRONTIER 03
High-dimensional Generative Foundation Models
Generative foundation models for complex, high-dimensional data — video, time-series, molecular structures — that obey the laws of the real world.
Explore frontier →Latest Publications
Showing the 6 most recent of 317 publications
# Breakthrough in Neural Scaling Law