Discovering interpretable physical laws from sparse and noisy experiments
A machine-learning framework that searches over symbolic equations recovers known physics—and proposes new models—from only a handful of measurements.
Lumen 2, 1–7 (2025)
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Peer-reviewed primary research reporting significant advances.
6 articles
A machine-learning framework that searches over symbolic equations recovers known physics—and proposes new models—from only a handful of measurements.
Nadia Sato, Mateo Karimi … Nadia Garcia
Lumen 2, 1–7 (2025)
A dynamic polymer interlayer repairs defects in halide perovskite films as they form, tackling the main obstacle to commercial perovskite photovoltaics.
Anders Tanaka, Rahul Fernandez … Tomasz Okafor
Lumen 2, 8–17 (2025)
Precise chemistry and orbits of stars in a thin stream reveal a dwarf galaxy that was torn apart more than 12 billion years ago.
Carlos Petrova, Olga Tanaka … Li Marquez
Lumen 2, 20–29 (2025)
Mitochondria are tagged for division by patches of specialized lipids minutes before the molecular machinery that pinches them arrives.
Isabel Tanaka, Mei Karimi … Aisha Garcia
Lumen 2, 30–39 (2025)
A decade of seafloor geodesy reveals that slow, silent fault slip accelerated in the months before two magnitude-7 earthquakes.
Ingrid Fernandez, Gabriel Sato … Yuki Demir
Lumen 2, 40–46 (2025)
Replanted mangrove forests rebuild most of the carbon stored in their soils within 20 years, faster than expected.
Rahul Rossi, Mateo Dubois … Omar Patel
Lumen 2, 47–57 (2025)