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How a Quantum Computer Distinguished Past from Future ⚡ экспресс

Original: "Machine learning the arrow of time in solid-state spins"
arXiv:2603.10344 · 2026-03-11 · CC BY 4.0 · ⏱ 1 min · Quantum Physics
Scientists trained a neural network to determine the direction of time from quantum processor data.
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A diamond quantum processor helped a neural network see the arrow of time. Heat flows on ten qubits and machine learning recognize past and future with 92% accuracy. A step toward quantum engines and a timeless understanding of irreversibility.

🎯 Remove the measurements from the process, and symmetry returned — the neural network could no longer tell the direction of time. It is quantum measurements that 'switch on' irreversibility.

🎬 The idea of recognizing the arrow of time in quantum data harks back to the film 'Tenet', where inverted entropy makes time flow backwards.

Scientists
Alan GuthAndrei LindeGeorges LemaîtreJames PeeblesAdam RiessBrian Schmidt
Tags
entropy carbon Standard Model big bang
Laws
Friedmann equationsHubble's lawsecond law of thermodynamicsNoether's theoremBekenstein-Hawking entropyEinstein field equations
Original: arXiv:2603.10344 · CC BY 4.0 · bridge42worlds