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Experimental Signatures of Hilbert-Space Ergodicity: Universal Bitstring Distributions and Applications in Noise Learning

Adam L. Shaw1,*, Daniel K. Mark2,*, Joonhee Choi3, Ran Finkelstein1, Pascal Scholl1, Soonwon Choi2,†, and Manuel Endres1,‡

  • *These authors contributed equally to this work.
  • †Contact author: soonwon@mit.edu
  • ‡Contact author: mendres@caltech.edu

Nature Is Stingy: Universality of Scrooge Ensembles in Quantum Many-Body Systems

Wai-Keong Mok, Tobias Haug, Wen Wei Ho, and John Preskill

Phys. Rev. X 16 041003 (2026)

Simulating dynamics of the two-dimensional transverse-field Ising model: A comparative study of large-scale classical numerics

Joseph Vovrosh, Sergi Julià-Farré, Wladislaw Krinitsin, Michael Kaicher, Fergus Hayes, Emmanuel Gottlob, Augustine Kshetrimayum, Kemal Bidzhiev, Simon B. Jäger, Markus Schmitt, Joseph Tindall, Constantin Dalyac, Tiago Mendes-Santos, and Alexandre Dauphin

Phys. Rev. Research 8 023311 (2026)

Testing the Equivalence to Thermal States via Extractable Work under Local Operations and Classical Communication

Toshihiro Yada, Nobuyuki Yoshioka, and Takahiro Sagawa

Phys. Rev. Lett. 137 080401 (2026)

Observation of Hierarchy of Hilbert Space Ergodicities in the Quantum Dynamics of a Single Spin

Wenquan Liu, Zou-Wei Pan, Yue Fu, Wen Wei Ho, and Xing Rong

Phys. Rev. Lett. 136 020401 (2026)

Programmable Assembly of Ground State Fermionic Tweezer Arrays

Naman Jain, Jin Zhang, Marcus Culemann, and Philipp M. Preiss

Phys. Rev. Lett. 136 223402 (2026)

Partial projected ensembles and spatiotemporal structure of information scrambling

Saptarshi Mandal, Pieter W. Claeys, and Sthitadhi Roy

Phys. Rev. B 113 024303 (2026)

Deep thermalization for mixed states

Alan Sherry and Sthitadhi Roy

Phys. Rev. B 113 174309 (2026)

Estimating time in quantum chaotic systems and black holes

Haifeng Tang, Shreya Vardhan, and Jinzhao Wang

SciPost Phys. 19 095 (2025)

Critically Slow Hilbert-Space Ergodicity in Quantum Morphic Drives

Saúl Pilatowsky-Cameo, Soonwon Choi, and Wen Wei Ho

Phys. Rev. Lett. 135 140402 (2025)

Mixed State Deep Thermalization

Xie-Hang Yu, Wen Wei Ho, and Pavel Kos

Phys. Rev. Lett. 135 260402 (2025)

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