{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,23]],"date-time":"2026-02-23T13:24:22Z","timestamp":1771853062887,"version":"3.50.1"},"reference-count":100,"publisher":"Verein zur Forderung des Open Access Publizierens in den Quantenwissenschaften","license":[{"start":{"date-parts":[[2026,2,23]],"date-time":"2026-02-23T00:00:00Z","timestamp":1771804800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001321","name":"National Research Foundation","doi-asserted-by":"crossref","award":["Centre for Quantum Technologies Funding Initiative (S24Q2d0009)"],"award-info":[{"award-number":["Centre for Quantum Technologies Funding Initiative (S24Q2d0009)"]}],"id":[{"id":"10.13039\/501100001321","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Singapore Minitry of Education","award":["MOE Tier 1 Grant RT4\/23"],"award-info":[{"award-number":["MOE Tier 1 Grant RT4\/23"]}]}],"content-domain":{"domain":["quantum-journal.org"],"crossmark-restriction":false},"short-container-title":["Quantum"],"abstract":"<jats:p>In stochastic modeling, the excess entropy \u2013 the mutual information shared between a process&amp;apos;s past and future \u2013 represents the fundamental lower bound of the memory needed to simulate its dynamics. However, this bound cannot be saturated by either classical machines or their enhanced quantum counterparts. Simulating a process fundamentally requires us to store more information in the present than is shared between the past and the future. Here, we consider a generalization of hidden Markov models beyond classical and quantum models, referred to as n-machines, that allow for negative quasiprobabilities. We show that under the collision entropy measure of information, the minimal memory of such models can equal the excess entropy. Our results suggest that negativity can be a useful resource for achieving nonclassical memory advantage.<\/jats:p>","DOI":"10.22331\/q-2026-02-23-2005","type":"journal-article","created":{"date-parts":[[2026,2,23]],"date-time":"2026-02-23T12:32:51Z","timestamp":1771849971000},"page":"2005","update-policy":"https:\/\/doi.org\/10.22331\/q-crossmark-policy-page","source":"Crossref","is-referenced-by-count":0,"title":["Ideal stochastic process modeling with post-quantum quasiprobabilistic theories"],"prefix":"10.22331","volume":"10","author":[{"given":"Kelvin","family":"Onggadinata","sequence":"first","affiliation":[{"name":"Centre for Quantum Technologies, National University of Singapore, 3 Science Drive 2, Singapore 117543, Singapore"},{"name":"Department of Physics, National University of Singapore, 3 Science Drive 2, Singapore 117543, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andrew","family":"Tanggara","sequence":"additional","affiliation":[{"name":"Centre for Quantum Technologies, National University of Singapore, 3 Science Drive 2, Singapore 117543, Singapore"},{"name":"Nanyang Quantum Hub, School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore 637371, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mile","family":"Gu","sequence":"additional","affiliation":[{"name":"Nanyang Quantum Hub, School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore 637371, Singapore."},{"name":"Centre for Quantum Technologies, National University of Singapore, 3 Science Drive 2, Singapore 117543, Singapore"},{"name":"Centre for Quantum Technologies, Nanyang Technological University, Singapore 637371, Singapore"},{"name":"Majulab, CNRS-UNS-NUS-NTU International Joint Research Unit, UMI No. 3654, Singapore 117543, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dagomir","family":"Kaszlikowski","sequence":"additional","affiliation":[{"name":"Centre for Quantum Technologies, National University of Singapore, 3 Science Drive 2, Singapore 117543, Singapore"},{"name":"Department of Physics, National University of Singapore, 3 Science Drive 2, Singapore 117543, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"9598","published-online":{"date-parts":[[2026,2,23]]},"reference":[{"key":"0","doi-asserted-by":"publisher","unstructured":"L. Rabiner and B. Juang. ``An introduction to hidden Markov models&apos;&apos;. IEEE ASSP Magazine 3, 4\u201316 (1986).","DOI":"10.1109\/MASSP.1986.1165342"},{"key":"1","doi-asserted-by":"publisher","unstructured":"M. Vidyasagar. ``Hidden Markov processes: Theory and applications to biology&apos;&apos;. Princeton University Press. (2014).","DOI":"10.2307\/j.ctt6wq0db"},{"key":"2","unstructured":"Frederick Jelinek. ``Statistical methods for speech recognition&apos;&apos;. MIT press. (1998). url: https:\/\/mitpress.mit.edu\/9780262100663\/statistical-methods-for-speech-recognition\/."},{"key":"3","doi-asserted-by":"publisher","unstructured":"James P. Crutchfield and David P. Feldman. ``Statistical complexity of simple one-dimensional spin systems&apos;&apos;. Phys. Rev. E 55, R1239\u2013R1242 (1997).","DOI":"10.1103\/PhysRevE.55.R1239"},{"key":"4","doi-asserted-by":"publisher","unstructured":"Whei Yeap Suen, Jayne Thompson, Andrew JP Garner, Vlatko Vedral, and Mile Gu. ``The classical-quantum divergence of complexity in modelling spin chains&apos;&apos;. Quantum 1, 25 (2017).","DOI":"10.22331\/q-2017-08-11-25"},{"key":"5","unstructured":"Zoubin Ghahramani and Michael I. Jordan. ``Factorial hidden Markov models&apos;&apos;. In Proceedings of the 9th International Conference on Neural Information Processing Systems. Page 472\u2013478. NIPS&apos;95Cambridge, MA, USA (1995). MIT Press. url: https:\/\/dl.acm.org\/doi\/10.5555\/2998828.2998895."},{"key":"6","doi-asserted-by":"publisher","unstructured":"Shai Fine, Yoram Singer, and Naftali Tishby. ``The hierarchical hidden Markov model: Analysis and applications&apos;&apos;. Machine learning 32, 41\u201362 (1998).","DOI":"10.1023\/A:1007469218079"},{"key":"7","doi-asserted-by":"publisher","unstructured":"Robert Haslinger, Kristina Lisa Klinkner, and Cosma Rohilla Shalizi. ``The computational structure of spike trains&apos;&apos;. Neural Computation 22, 121\u2013157 (2010).","DOI":"10.1162\/neco.2009.12-07-678"},{"key":"8","doi-asserted-by":"publisher","unstructured":"Jae-Suk Yang, Wooseop Kwak, Taisei Kaizoji, and In-mook Kim. ``Increasing market efficiency in the stock markets&apos;&apos;. The European Physical Journal B 61, 241\u2013246 (2008).","DOI":"10.1140\/epjb\/e2008-00050-0"},{"key":"9","doi-asserted-by":"publisher","unstructured":"James P. Crutchfield, Christopher J. Ellison, Ryan G. James, and John R. Mahoney. ``Synchronization and control in intrinsic and designed computation: An information-theoretic analysis of competing models of stochastic computation&apos;&apos;. Chaos: An Interdisciplinary Journal of Nonlinear Science 20, 037105 (2010).","DOI":"10.1063\/1.3489888"},{"key":"10","doi-asserted-by":"publisher","unstructured":"James P. Crutchfield and Karl Young. ``Inferring statistical complexity&apos;&apos;. Phys. Rev. Lett. 63, 105\u2013108 (1989).","DOI":"10.1103\/PhysRevLett.63.105"},{"key":"11","doi-asserted-by":"publisher","unstructured":"Cosma Rohilla Shalizi and James P Crutchfield. ``Computational mechanics: Pattern and prediction, structure and simplicity&apos;&apos;. Journal of statistical physics 104, 817\u2013879 (2001).","DOI":"10.1023\/A:1010388907793"},{"key":"12","doi-asserted-by":"publisher","unstructured":"Wolfgang L\u00f6hr and Nihat Ay. ``On the generative nature of prediction&apos;&apos;. Advances in Complex Systems 12, 169\u2013194 (2009).","DOI":"10.1142\/S0219525909002143"},{"key":"13","doi-asserted-by":"publisher","unstructured":"Wolfgang L\u00f6hr and Nihat Ay. ``Non-sufficient memories that are sufficient for prediction&apos;&apos;. In Complex Sciences. Pages 265\u2013276. Berlin, Heidelberg (2009). Springer Berlin Heidelberg. url: https:\/\/doi.org\/10.1007\/978-3-642-02466-5_25.","DOI":"10.1007\/978-3-642-02466-5_25"},{"key":"14","doi-asserted-by":"publisher","unstructured":"Wolfgang L\u00f6hr. ``Predictive models and generative complexity&apos;&apos;. Journal of Systems Science and Complexity 25, 30\u201345 (2012).","DOI":"10.1007\/s11424-012-9173-x"},{"key":"15","doi-asserted-by":"publisher","unstructured":"Joshua B. Ruebeck, Ryan G. James, John R. Mahoney, and James P. Crutchfield. ``Prediction and generation of binary Markov processes: Can a finite-state fox catch a Markov mouse?&apos;&apos;. Chaos: An Interdisciplinary Journal of Nonlinear Science 28, 013109 (2018).","DOI":"10.1063\/1.5003041"},{"key":"16","doi-asserted-by":"publisher","unstructured":"Jayne Thompson, Andrew J. P. Garner, John R. Mahoney, James P. Crutchfield, Vlatko Vedral, and Mile Gu. ``Causal asymmetry in a quantum world&apos;&apos;. Phys. Rev. X 8, 031013 (2018).","DOI":"10.1103\/PhysRevX.8.031013"},{"key":"17","doi-asserted-by":"publisher","unstructured":"Mile Gu, Karoline Wiesner, Elisabeth Rieper, and Vlatko Vedral. ``Quantum mechanics can reduce the complexity of classical models&apos;&apos;. Nature communications 3, 762 (2012).","DOI":"10.1038\/ncomms1761"},{"key":"18","doi-asserted-by":"publisher","unstructured":"John R Mahoney, Cina Aghamohammadi, and James P Crutchfield. ``Occam\u2019s quantum strop: Synchronizing and compressing classical cryptic processes via a quantum channel&apos;&apos;. Scientific reports 6, 20495 (2016).","DOI":"10.1038\/srep20495"},{"key":"19","doi-asserted-by":"publisher","unstructured":"Paul M. Riechers, John R. Mahoney, Cina Aghamohammadi, and James P. Crutchfield. ``Minimized state complexity of quantum-encoded cryptic processes&apos;&apos;. Phys. Rev. A 93, 052317 (2016).","DOI":"10.1103\/PhysRevA.93.052317"},{"key":"20","doi-asserted-by":"publisher","unstructured":"Felix C. Binder, Jayne Thompson, and Mile Gu. ``Practical unitary simulator for non-Markovian complex processes&apos;&apos;. Phys. Rev. Lett. 120, 240502 (2018).","DOI":"10.1103\/PhysRevLett.120.240502"},{"key":"21","doi-asserted-by":"publisher","unstructured":"Qing Liu, Thomas J. Elliott, Felix C. Binder, Carlo Di Franco, and Mile Gu. ``Optimal stochastic modeling with unitary quantum dynamics&apos;&apos;. Phys. Rev. A 99, 062110 (2019).","DOI":"10.1103\/PhysRevA.99.062110"},{"key":"22","doi-asserted-by":"publisher","unstructured":"Thomas J. Elliott, Chengran Yang, Felix C. Binder, Andrew J. P. Garner, Jayne Thompson, and Mile Gu. ``Extreme dimensionality reduction with quantum modeling&apos;&apos;. Phys. Rev. Lett. 125, 260501 (2020).","DOI":"10.1103\/PhysRevLett.125.260501"},{"key":"23","doi-asserted-by":"publisher","unstructured":"Thomas J. Elliott, Mile Gu, Andrew J. P. Garner, and Jayne Thompson. ``Quantum adaptive agents with efficient long-term memories&apos;&apos;. Phys. Rev. X 12, 011007 (2022).","DOI":"10.1103\/PhysRevX.12.011007"},{"key":"24","doi-asserted-by":"publisher","unstructured":"Karoline Wiesner and James P. Crutchfield. ``Computation in finitary stochastic and quantum processes&apos;&apos;. Physica D: Nonlinear Phenomena 237, 1173\u20131195 (2008).","DOI":"10.1016\/j.physd.2008.01.021"},{"key":"25","unstructured":"Alex Monras, Almut Beige, and Karoline Wiesner. ``Hidden quantum markov models and non-adaptive read-out of many-body states&apos;&apos; (2012). arXiv:1002.2337."},{"key":"26","doi-asserted-by":"publisher","unstructured":"Alex Monr\u00e0s and Andreas Winter. ``Quantum learning of classical stochastic processes: The completely positive realization problem&apos;&apos;. Journal of Mathematical Physics 57, 015219 (2016).","DOI":"10.1063\/1.4936935"},{"key":"27","doi-asserted-by":"publisher","unstructured":"Samuel P. Loomis and James P. Crutchfield. ``Thermal efficiency of quantum memory compression&apos;&apos;. Phys. Rev. Lett. 125, 020601 (2020).","DOI":"10.1103\/PhysRevLett.125.020601"},{"key":"28","doi-asserted-by":"publisher","unstructured":"Christopher Ferrie, Ryan Morris, and Joseph Emerson. ``Necessity of negativity in quantum theory&apos;&apos;. Phys. Rev. A 82, 044103 (2010).","DOI":"10.1103\/PhysRevA.82.044103"},{"key":"29","doi-asserted-by":"publisher","unstructured":"Samson Abramsky and Adam Brandenburger. ``An operational interpretation of negative probabilities and no-signalling models&apos;&apos;. Pages 59\u201375. Springer International Publishing. Cham (2014). url: https:\/\/doi.org\/10.1007\/978-3-319-06880-0_3.","DOI":"10.1007\/978-3-319-06880-0_3"},{"key":"30","doi-asserted-by":"publisher","unstructured":"Kelvin Onggadinata, Pawel Kurzynski, and Dagomir Kaszlikowski. ``Simulations of quantum nonlocality with local negative bits&apos;&apos;. Phys. Rev. A 108, 032204 (2023).","DOI":"10.1103\/PhysRevA.108.032204"},{"key":"31","doi-asserted-by":"publisher","unstructured":"Robert W. Spekkens. ``Negativity and contextuality are equivalent notions of nonclassicality&apos;&apos;. Phys. Rev. Lett. 101, 020401 (2008).","DOI":"10.1103\/PhysRevLett.101.020401"},{"key":"32","doi-asserted-by":"publisher","unstructured":"Robert I. Booth, Ulysse Chabaud, and Pierre-Emmanuel Emeriau. ``Contextuality and Wigner negativity are equivalent for continuous-variable quantum measurements&apos;&apos;. Phys. Rev. Lett. 129, 230401 (2022).","DOI":"10.1103\/PhysRevLett.129.230401"},{"key":"33","doi-asserted-by":"publisher","unstructured":"Victor Veitch, Christopher Ferrie, David Gross, and Joseph Emerson. ``Negative quasi-probability as a resource for quantum computation&apos;&apos;. New Journal of Physics 14, 113011 (2012).","DOI":"10.1088\/1367-2630\/14\/11\/113011"},{"key":"34","doi-asserted-by":"publisher","unstructured":"Mark Howard, Joel Wallman, Victor Veitch, and Joseph Emerson. ``Contextuality supplies the \u2018magic\u2019 for quantum computation&apos;&apos;. Nature 510, 351\u2013355 (2014).","DOI":"10.1038\/nature13460"},{"key":"35","doi-asserted-by":"publisher","unstructured":"Hakop Pashayan, Joel J. Wallman, and Stephen D. Bartlett. ``Estimating outcome probabilities of quantum circuits using quasiprobabilities&apos;&apos;. Phys. Rev. Lett. 115, 070501 (2015).","DOI":"10.1103\/PhysRevLett.115.070501"},{"key":"36","doi-asserted-by":"publisher","unstructured":"Dagomir Kaszlikowski and Pawe\u0142 Kurzy\u0144ski. ``A little bit of classical magic to achieve (super-) quantum speedup&apos;&apos;. Foundations of Physics 51, 55 (2021).","DOI":"10.1007\/s10701-021-00461-w"},{"key":"37","doi-asserted-by":"publisher","unstructured":"Jonathan Barrett. ``Information processing in generalized probabilistic theories&apos;&apos;. Phys. Rev. A 75, 032304 (2007).","DOI":"10.1103\/PhysRevA.75.032304"},{"key":"38","doi-asserted-by":"publisher","unstructured":"Marco Fanizza, Josep Lumbreras, and Andreas Winter. ``Quantum theory in finite dimension cannot explain every general process with finite memory&apos;&apos;. Communications in Mathematical Physics 405, 1\u201324 (2024).","DOI":"10.1007\/s00220-023-04913-4"},{"key":"39","unstructured":"Anqi Dong, Tryphon T. Georgiou, and Allen Tannenbaum. ``Promotion\/inhibition effects in networks: A model with negative probabilities&apos;&apos; (2023). arXiv:2307.07738."},{"key":"40","doi-asserted-by":"publisher","unstructured":"James P. Crutchfield. ``Observing complexity and the complexity of observation&apos;&apos;. In Harald Atmanspacher and Gerhard J. Dalenoort, editors, Inside Versus Outside. Pages 235\u2013272. Berlin, Heidelberg (1994). Springer Berlin Heidelberg. url: https:\/\/doi.org\/10.1007\/978-3-642-48647-0_14.","DOI":"10.1007\/978-3-642-48647-0_14"},{"key":"41","doi-asserted-by":"publisher","unstructured":"Christopher J. Ellison, John R. Mahoney, Ryan G. James, James P. Crutchfield, and J\u00f6rg Reichardt. ``Information symmetries in irreversible processes&apos;&apos;. Chaos: An Interdisciplinary Journal of Nonlinear Science 21, 037107 (2011).","DOI":"10.1063\/1.3637490"},{"key":"42","doi-asserted-by":"publisher","unstructured":"James P. Crutchfield, Christopher J. Ellison, and John R. Mahoney. ``Time&apos;s barbed arrow: Irreversibility, crypticity, and stored information&apos;&apos;. Phys. Rev. Lett. 103, 094101 (2009).","DOI":"10.1103\/PhysRevLett.103.094101"},{"key":"43","doi-asserted-by":"publisher","unstructured":"Michael A. Nielsen and Isaac L. Chuang. ``Quantum Computation and Quantum Information&apos;&apos;. Cambridge University Press. New York (2000).","DOI":"10.1017\/CBO9780511976667"},{"key":"44","doi-asserted-by":"publisher","unstructured":"Thomas J. Elliott. ``Memory compression and thermal efficiency of quantum implementations of nondeterministic hidden Markov models&apos;&apos;. Phys. Rev. A 103, 052615 (2021).","DOI":"10.1103\/PhysRevA.103.052615"},{"key":"45","doi-asserted-by":"publisher","unstructured":"G. M. Bosyk, M. Portesi, and A. Plastino. ``Collision entropy and optimal uncertainty&apos;&apos;. Phys. Rev. A 85, 012108 (2012).","DOI":"10.1103\/PhysRevA.85.012108"},{"key":"46","doi-asserted-by":"publisher","unstructured":"Imre Csisz\u00e1r. ``Generalized cutoff rates and R\u00e9nyi&apos;s information measures&apos;&apos;. IEEE Transactions on information theory 41, 26\u201334 (1995).","DOI":"10.1109\/18.370121"},{"key":"47","doi-asserted-by":"publisher","unstructured":"Charles H Bennett, Gilles Brassard, Claude Cr\u00e9peau, and Ueli M Maurer. ``Generalized privacy amplification&apos;&apos;. IEEE Transactions on Information theory 41, 1915\u20131923 (1995).","DOI":"10.1109\/18.476316"},{"key":"48","doi-asserted-by":"publisher","unstructured":"Renato Renner. ``Security of quantum key distribution&apos;&apos;. International Journal of Quantum Information 6, 1\u2013127 (2008).","DOI":"10.1142\/S0219749908003256"},{"key":"49","doi-asserted-by":"publisher","unstructured":"Imre Csisz\u00e1r. ``A class of measures of informativity of observation channels&apos;&apos;. Periodica Mathematica Hungarica 2, 191\u2013213 (1972).","DOI":"10.1007\/BF02018661"},{"key":"50","doi-asserted-by":"publisher","unstructured":"Robin Sibson. ``Information radius&apos;&apos;. Zeitschrift f\u00fcr Wahrscheinlichkeitstheorie und verwandte Gebiete 14, 149\u2013160 (1969).","DOI":"10.1007\/BF00537520"},{"key":"51","doi-asserted-by":"publisher","unstructured":"Siu-Wai Ho and Sergio Verd\u00fa. ``Convexity\/concavity of R\u00e9nyi entropy and $\\alpha$-mutual information&apos;&apos;. In 2015 IEEE International Symposium on Information Theory (ISIT). Pages 745\u2013749. (2015). url: https:\/\/doi.org\/10.1109\/ISIT.2015.7282554.","DOI":"10.1109\/ISIT.2015.7282554"},{"key":"52","doi-asserted-by":"publisher","unstructured":"Sergio Verd\u00fa. ``$\\alpha$-mutual information&apos;&apos;. In 2015 Information Theory and Applications Workshop (ITA). Pages 1\u20136. (2015). url: https:\/\/doi.org\/10.1109\/ITA.2015.7308959.","DOI":"10.1109\/ITA.2015.7308959"},{"key":"53","doi-asserted-by":"publisher","unstructured":"R Gallager. ``A simple derivation of the coding theorem and some applications&apos;&apos;. IEEE Transactions on Information Theory 11, 3\u201318 (1965).","DOI":"10.1109\/TIT.1965.1053730"},{"key":"54","doi-asserted-by":"publisher","unstructured":"Suguru Arimoto. ``On the converse to the coding theorem for discrete memoryless channels (Corresp.)&apos;&apos;. IEEE Transactions on Information Theory 19, 357\u2013359 (1973).","DOI":"10.1109\/TIT.1973.1055007"},{"key":"55","doi-asserted-by":"publisher","unstructured":"Yury Polyanskiy and Sergio Verd\u00fa. ``Arimoto channel coding converse and r\u00e9nyi divergence&apos;&apos;. In 2010 48th Annual Allerton Conference on Communication, Control, and Computing (Allerton). Pages 1327\u20131333. (2010). url: https:\/\/doi.org\/10.1109\/ALLERTON.2010.5707067.","DOI":"10.1109\/ALLERTON.2010.5707067"},{"key":"56","doi-asserted-by":"publisher","unstructured":"James P Crutchfield and David P Feldman. ``Regularities unseen, randomness observed: Levels of entropy convergence&apos;&apos;. Chaos: An Interdisciplinary Journal of Nonlinear Science 13, 25\u201354 (2003).","DOI":"10.1063\/1.1530990"},{"key":"57","doi-asserted-by":"publisher","unstructured":"Christopher J Ellison, John R Mahoney, and James P Crutchfield. ``Prediction, retrodiction, and the amount of information stored in the present&apos;&apos;. Journal of Statistical Physics 136, 1005\u20131034 (2009).","DOI":"10.1007\/s10955-009-9808-z"},{"key":"58","unstructured":"Alfr\u00e9d R\u00e9nyi et al. ``On measures of information and entropy&apos;&apos;. In Proceedings of the 4th Berkeley symposium on mathematics, statistics and probability, Volume 1: Contributions to the Theory of Statistics. Pages 547\u2013562. University of California Press (1961). url: https:\/\/projecteuclid.org\/euclid.bsmsp\/1200512181."},{"key":"59","doi-asserted-by":"publisher","unstructured":"Z Dar\u00f3czy. ``\u00dcber die gemeinsame charakterisierung der zu den nicht vollst\u00e4ndigen verteilungen geh\u00f6rigen entropien von shannon und von r\u00e9nyi&apos;&apos;. Zeitschrift f\u00fcr Wahrscheinlichkeitstheorie und verwandte Gebiete 1, 381\u2013388 (1963).","DOI":"10.1007\/BF00533413"},{"key":"60","unstructured":"Adam Brandenburger and Pierfrancesco La Mura. ``Axiomatization of R\u00e9nyi entropy on quantum phase space&apos;&apos; (2025). arXiv:2410.15976."},{"key":"61","doi-asserted-by":"publisher","unstructured":"Nikolaos Koukoulekidis and David Jennings. ``Constraints on magic state protocols from the statistical mechanics of Wigner negativity&apos;&apos;. npj Quantum Information 8, 42 (2022).","DOI":"10.1038\/s41534-022-00551-1"},{"key":"62","unstructured":"William K. Wootters and Daniel M. Sussman. ``Discrete phase space and minimum-uncertainty states&apos;&apos; (2007). arXiv:0704.1277."},{"key":"63","doi-asserted-by":"publisher","unstructured":"\u010caslav Brukner and Anton Zeilinger. ``Information invariance and quantum probabilities&apos;&apos;. Foundations of Physics 39, 677\u2013689 (2009).","DOI":"10.1007\/s10701-009-9316-7"},{"key":"64","doi-asserted-by":"publisher","unstructured":"Adam Brandenburger, Pierfrancesco La Mura, and Stuart Zoble. ``R\u00e9nyi entropy, signed probabilities, and the qubit&apos;&apos;. Entropy 24, 1412 (2022).","DOI":"10.3390\/e24101412"},{"key":"65","doi-asserted-by":"publisher","unstructured":"Kelvin Onggadinata, Pawe\u0142 Kurzy\u0144ski, and Dagomir Kaszlikowski. ``Qubits from the classical collision entropy&apos;&apos;. Phys. Rev. A 107, 032214 (2023).","DOI":"10.1103\/PhysRevA.107.032214"},{"key":"66","doi-asserted-by":"publisher","unstructured":"Saleh Rahimi-Keshari, Timothy C. Ralph, and Carlton M. Caves. ``Sufficient conditions for efficient classical simulation of quantum optics&apos;&apos;. Phys. Rev. X 6, 021039 (2016).","DOI":"10.1103\/PhysRevX.6.021039"},{"key":"67","doi-asserted-by":"publisher","unstructured":"Nikolaos Koukoulekidis, Hyukjoon Kwon, Hyejung H Jee, David Jennings, and MS Kim. ``Faster Born probability estimation via gate merging and frame optimisation&apos;&apos;. Quantum 6, 838 (2022).","DOI":"10.22331\/q-2022-10-13-838"},{"key":"68","doi-asserted-by":"publisher","unstructured":"Kristan Temme, Sergey Bravyi, and Jay M. Gambetta. ``Error mitigation for short-depth quantum circuits&apos;&apos;. Phys. Rev. Lett. 119, 180509 (2017).","DOI":"10.1103\/PhysRevLett.119.180509"},{"key":"69","doi-asserted-by":"publisher","unstructured":"Ryuji Takagi. ``Optimal resource cost for error mitigation&apos;&apos;. Phys. Rev. Res. 3, 033178 (2021).","DOI":"10.1103\/PhysRevResearch.3.033178"},{"key":"70","doi-asserted-by":"publisher","unstructured":"Ryuji Takagi, Suguru Endo, Shintaro Minagawa, and Mile Gu. ``Fundamental limits of quantum error mitigation&apos;&apos;. npj Quantum Information 8, 114 (2022).","DOI":"10.1038\/s41534-022-00618-z"},{"key":"71","doi-asserted-by":"publisher","unstructured":"Xiao Yuan, Yunchao Liu, Qi Zhao, Bartosz Regula, Jayne Thompson, and Mile Gu. ``Universal and operational benchmarking of quantum memories&apos;&apos;. npj Quantum Information 7, 108 (2021).","DOI":"10.1038\/s41534-021-00444-9"},{"key":"72","doi-asserted-by":"publisher","unstructured":"Kosuke Mitarai and Keisuke Fujii. ``Overhead for simulating a non-local channel with local channels by quasiprobability sampling&apos;&apos;. Quantum 5, 388 (2021).","DOI":"10.22331\/q-2021-01-28-388"},{"key":"73","doi-asserted-by":"publisher","unstructured":"Victor Veitch, S A Hamed Mousavian, Daniel Gottesman, and Joseph Emerson. ``The resource theory of stabilizer quantum computation&apos;&apos;. New Journal of Physics 16, 013009 (2014).","DOI":"10.1088\/1367-2630\/16\/1\/013009"},{"key":"74","doi-asserted-by":"publisher","unstructured":"Nicolas Brunner, Daniel Cavalcanti, Stefano Pironio, Valerio Scarani, and Stephanie Wehner. ``Bell nonlocality&apos;&apos;. Rev. Mod. Phys. 86, 419\u2013478 (2014).","DOI":"10.1103\/RevModPhys.86.419"},{"key":"75","doi-asserted-by":"publisher","unstructured":"John F. Clauser, Michael A. Horne, Abner Shimony, and Richard A. Holt. ``Proposed experiment to test local hidden-variable theories&apos;&apos;. Phys. Rev. Lett. 23, 880\u2013884 (1969).","DOI":"10.1103\/PhysRevLett.23.880"},{"key":"76","doi-asserted-by":"publisher","unstructured":"Sandu Popescu and Daniel Rohrlich. ``Quantum nonlocality as an axiom&apos;&apos;. Foundations of Physics 24, 379\u2013385 (1994).","DOI":"10.1007\/BF02058098"},{"key":"77","doi-asserted-by":"publisher","unstructured":"Christopher Ferrie and Joseph Emerson. ``Frame representations of quantum mechanics and the necessity of negativity in quasi-probability representations&apos;&apos;. Journal of Physics A: Mathematical and Theoretical 41, 352001 (2008).","DOI":"10.1088\/1751-8113\/41\/35\/352001"},{"key":"78","doi-asserted-by":"publisher","unstructured":"Christopher Ferrie and Joseph Emerson. ``Framed Hilbert space: Hanging the quasi-probability pictures of quantum theory&apos;&apos;. New Journal of Physics 11, 063040 (2009).","DOI":"10.1088\/1367-2630\/11\/6\/063040"},{"key":"79","doi-asserted-by":"publisher","unstructured":"Christopher Ferrie. ``Quasi-probability representations of quantum theory with applications to quantum information science&apos;&apos;. Reports on Progress in Physics 74, 116001 (2011).","DOI":"10.1088\/0034-4885\/74\/11\/116001"},{"key":"80","doi-asserted-by":"publisher","unstructured":"Johannes Kofler and \u010caslav Brukner. ``Classical world arising out of quantum physics under the restriction of coarse-grained measurements&apos;&apos;. Phys. Rev. Lett. 99, 180403 (2007).","DOI":"10.1103\/PhysRevLett.99.180403"},{"key":"81","doi-asserted-by":"publisher","unstructured":"G Oas, J Acacio de Barros, and C Carvalhaes. ``Exploring non-signalling polytopes with negative probability&apos;&apos;. Physica Scripta 2014, 014034 (2014).","DOI":"10.1088\/0031-8949\/2014\/T163\/014034"},{"key":"82","doi-asserted-by":"publisher","unstructured":"Sarah E. Marzen and James P. Crutchfield. ``Informational and causal architecture of discrete-time renewal processes&apos;&apos;. Entropy 17, 4891\u20134917 (2015).","DOI":"10.3390\/e17074891"},{"key":"83","doi-asserted-by":"publisher","unstructured":"John R Mahoney, Christopher J Ellison, and James P Crutchfield. ``Information accessibility and cryptic processes&apos;&apos;. Journal of Physics A: Mathematical and Theoretical 42, 362002 (2009).","DOI":"10.1088\/1751-8113\/42\/36\/362002"},{"key":"84","doi-asserted-by":"publisher","unstructured":"Oskar Perron. ``Zur theorie der matrices&apos;&apos;. Mathematische Annalen 64, 248\u2013263 (1907).","DOI":"10.1007\/BF01449896"},{"key":"85","unstructured":"Georg Frobenius. ``\u00dcber Matrizen aus nicht negativen Elementen&apos;&apos;. K\u00f6nigliche Akademie der Wissenschaften Sitzungsber, K\u00f6n. (1912). url: https:\/\/upload.wikimedia.org\/wikipedia\/commons\/4\/44\/Ueber_Matrizen_aus_nicht_negativen_Elementen.pdf."},{"key":"86","doi-asserted-by":"publisher","unstructured":"Pablo Tarazaga, Marcos Raydan, and Ana Hurman. ``Perron\u2013Frobenius theorem for matrices with some negative entries&apos;&apos;. Linear Algebra and its Applications 328, 57\u201368 (2001).","DOI":"10.1016\/S0024-3795(00)00327-X"},{"key":"87","doi-asserted-by":"publisher","unstructured":"Charles R Johnson and Pablo Tarazaga. ``On matrices with Perron-Frobenius properties and some negative entries&apos;&apos;. Positivity 8, 327\u2013338 (2004).","DOI":"10.1007\/s11117-003-3881-3"},{"key":"88","doi-asserted-by":"publisher","unstructured":"Dimitrios Noutsos. ``On Perron\u2013Frobenius property of matrices having some negative entries&apos;&apos;. Linear Algebra and its Applications 412, 132\u2013153 (2006).","DOI":"10.1016\/j.laa.2005.06.037"},{"key":"89","doi-asserted-by":"publisher","unstructured":"Branko \u0106 urgus and Robert I Jewett. ``Somewhat stochastic matrices&apos;&apos;. The American Mathematical Monthly 122, 36\u201342 (2015).","DOI":"10.4169\/amer.math.monthly.122.01.36"},{"key":"90","doi-asserted-by":"publisher","unstructured":"D Chru\u015bci\u0144ski, V I Man\u2019ko, G Marmo, and F Ventriglia. ``On pseudo-stochastic matrices and pseudo-positive maps&apos;&apos;. Physica Scripta 90, 115202 (2015).","DOI":"10.1088\/0031-8949\/90\/11\/115202"},{"key":"91","doi-asserted-by":"publisher","unstructured":"William K Wootters. ``A Wigner-function formulation of finite-state quantum mechanics&apos;&apos;. Annals of Physics 176, 1\u201321 (1987).","DOI":"10.1016\/0003-4916(87)90176-X"},{"key":"92","doi-asserted-by":"publisher","unstructured":"Marcin Paw\u0142owski, Tomasz Paterek, Dagomir Kaszlikowski, Valerio Scarani, Andreas Winter, and Marek \u017bukowski. ``Information causality as a physical principle&apos;&apos;. Nature 461, 1101\u20131104 (2009).","DOI":"10.1038\/nature08400"},{"key":"93","doi-asserted-by":"publisher","unstructured":"Ad\u00e1n Cabello, Mile Gu, Otfried G\u00fchne, and Zhen-Peng Xu. ``Optimal classical simulation of state-independent quantum contextuality&apos;&apos;. Phys. Rev. Lett. 120, 130401 (2018).","DOI":"10.1103\/PhysRevLett.120.130401"},{"key":"94","doi-asserted-by":"publisher","unstructured":"Cina Aghamohammadi, John R Mahoney, and James P Crutchfield. ``The ambiguity of simplicity in quantum and classical simulation&apos;&apos;. Physics Letters A 381, 1223\u20131227 (2017).","DOI":"10.1016\/j.physleta.2016.12.036"},{"key":"95","doi-asserted-by":"publisher","unstructured":"Heinz-Peter Breuer and Francesco Petruccione. ``Stochastic dynamics of open quantum systems: Derivation of the differential chapman-kolmogorov equation&apos;&apos;. Phys. Rev. E 51, 4041\u20134054 (1995).","DOI":"10.1103\/PhysRevE.51.4041"},{"key":"96","doi-asserted-by":"publisher","unstructured":"Simon Milz and Kavan Modi. ``Quantum stochastic processes and quantum non-markovian phenomena&apos;&apos;. PRX Quantum 2, 030201 (2021).","DOI":"10.1103\/PRXQuantum.2.030201"},{"key":"97","doi-asserted-by":"publisher","unstructured":"Andrew J. P. Garner, Jayne Thompson, Vlatko Vedral, and Mile Gu. ``Thermodynamics of complexity and pattern manipulation&apos;&apos;. Phys. Rev. E 95, 042140 (2017).","DOI":"10.1103\/PhysRevE.95.042140"},{"key":"98","doi-asserted-by":"publisher","unstructured":"Giulio Chiribella, Giacomo Mauro D&apos;Ariano, and Paolo Perinotti. ``Theoretical framework for quantum networks&apos;&apos;. Phys. Rev. A 80, 022339 (2009).","DOI":"10.1103\/PhysRevA.80.022339"},{"key":"99","doi-asserted-by":"publisher","unstructured":"Ognyan Oreshkov, Fabio Costa, and \u010caslav Brukner. ``Quantum correlations with no causal order&apos;&apos;. Nature communications 3, 1092 (2012).","DOI":"10.1038\/ncomms2076"}],"container-title":["Quantum"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/quantum-journal.org\/papers\/q-2026-02-23-2005\/pdf\/","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,2,23]],"date-time":"2026-02-23T12:32:53Z","timestamp":1771849973000},"score":1,"resource":{"primary":{"URL":"https:\/\/quantum-journal.org\/papers\/q-2026-02-23-2005\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2,23]]},"references-count":100,"URL":"https:\/\/doi.org\/10.22331\/q-2026-02-23-2005","archive":["CLOCKSS"],"relation":{},"ISSN":["2521-327X"],"issn-type":[{"value":"2521-327X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,2,23]]},"article-number":"2005"}}