AI Agent Research Hub

Feb 22, 2026 · Artificial Intelligence

Roadmap for Physics‑Informed Machine Learning: Lessons from the 2021 Nature Review

This review of the 2021 Nature Reviews Physics article maps the emerging field of physics‑informed machine learning, outlines three bias pathways for embedding physics, compares PINNs, Neural Operators and other methods, discusses software ecosystems, practical guidelines, and future research directions.