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Taming Quantum Chaos through Learning ⚡ экспресс

Original: "Learning to stabilize nonequilibrium phases of matter with active feedback using partial information"
A bouncer with partial vision learns to manage a quantum party, turning chaos into orderly islands.
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Quantum particles are like party guests: without control, chaos fills everything. A smart 'bouncer' with partial vision learns to set barriers, turning volume disorder into surface order — like in black holes. This is the path to reliable quantum devices.

🎯 The trained agent deliberately allows a little disorder to later achieve global order — a tactic no human thought of.

🎬 Just as in Asimov's 'Foundation' scientists predicted crowd behavior to avoid chaos, this algorithm learns to manage a quantum society of particles.

Scientists
Stephen HawkingJacob BekensteinAlbert EinsteinFritz ZwickyVera RubinBernhard Riemann
Tags
entropy spacetime curvature black hole
Laws
second law of thermodynamicsHawking radiationgravitational lensingBekenstein-Hawking entropyEinstein field equationsBoltzmann distribution
Original: arXiv:2508.06612 · CC BY · bridge42worlds