Superconductivity’s halo: Rice theoretical physicist helps map rare high-field phase
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Updates every hour. Last Updated: 23-Dec-2025 16:11 ET (23-Dec-2025 21:11 GMT/UTC)
Researchers at Washington University in St. Louis reveal that discarded face masks undergo further chemical changes, affecting their movement in aquatic environments.
Joint research led by Sosuke Ito of the University of Tokyo has shown that nonequilibrium thermodynamics, a branch of physics that deals with constantly changing systems, explains why optimal transport theory, a mathematical framework for the optimal change of distribution to reduce the cost, makes generative models optimal. As nonequilibrium thermodynamics has yet to be fully leveraged in designing generative models, the discovery offers a novel thermodynamic approach to machine learning research. The findings were published in the journal Physical Review X.