Free fermions under adaptive quantum dynamics
1Department of Physics, Boston College, Chestnut Hill, MA 02467, USA
2School of Physics, Peking University, Beijing 100871, China
3Center for High Energy Physics, Peking University, Beijing 100871, China
| Published: | 2025-04-03, volume 9, page 1685 |
| Editor: | Abhinav Deshpande |
| Eprint: | arXiv:2306.16595v3 |
| Doi: | https://doi.org/10.22331/q-2025-04-03-1685 |
| Citation: | Quantum 9, 1685 (2025). |
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Abstract
We study free fermion systems under adaptive quantum dynamics consisting of unitary gates and projective measurements followed by corrective unitary operations. We further introduce a classical flag for each site, allowing for an active or inactive status which determines whether or not the unitary gates are allowed to apply. In this dynamics, the individual quantum trajectories exhibit a measurement-induced entanglement transition from critical to area-law scaling above a critical measurement rate, similar to previously studied models of free fermions under continuous monitoring. Furthermore, we find that the corrective unitary operations can steer the system into a state characterized by charge-density-wave order. Consequently, an additional phase transition occurs, which can be observed at both the level of the quantum trajectory and the quantum channel. We establish that the entanglement transition and the steering transition are fundamentally distinct. The latter transition belongs to the parity-conserving (PC) universality class, arising from the interplay between the inherent fermionic parity and classical labelling. We demonstrate both the entanglement and the steering transitions via efficient numerical simulations of free fermion systems, which confirm the PC universality class of the latter.

Featured image: (Left, Fig. 6 in text) The phase diagram exhibited by the family of circuits considered in this paper. $p$ refers to the rate at which measurements are made on each pair of qubits, while $r$ is the rate at which feedback is applied. The MIPT is insensitive to feedback. In the "absorbing" phase, the final state is $\left|\psi_{\rm targ}\right\rangle$.
(Right, Fig. 8 in text) An illustration of the classical mapping between occupation numbers and fictitious $\bullet$ particles, along with the flags that deem a site to be (in)active. Measurements and feedback impose restrictions on the random walkers (which are annihilated or created in pairs), so that once the system is in an "empty" state that is also inactive, it remains in that state for the remainder of the protocol.
Popular summary
How, then, do these processes interact with each other? In this work, we considered a system of free fermions subject to unitary gates, randomly placed particle number measurements, and feedback. We proposed a hybrid classical-quantum scheme to prepare a state with staggered occupations $\left|\psi_{\rm targ}\right\rangle = \left|1010\dots\right\rangle$; this scheme augments each site with a classical flag that determines whether that site is affected by quantum gates ("active") or not ("inactive").
We showed that a minimum rate of measurements and feedback is needed in order to prepare $\left|\psi\right\rangle$. We also found that feedback does not alter the MIPT. Despite the innate quantumness of entanglement, we uncovered a mapping between the quantum circuit and branching-annihilating random walks (BARW) – paradigmatic models of nonequilibrium phase transitions. This mapping provides a physical understanding of the phases that this model can exhibit, as well as the quantitative critical properties of the transitions between those phases.
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► References
[1] Matthew P.A. Fisher, Vedika Khemani, Adam Nahum, and Sagar Vijay. ``Random quantum circuits''. Annual Review of Condensed Matter Physics 14, 335–379 (2023).
https://doi.org/10.1146/annurev-conmatphys-031720-030658
[2] Aaron J. Friedman, Amos Chan, Andrea De Luca, and J. T. Chalker. ``Spectral statistics and many-body quantum chaos with conserved charge''. Phys. Rev. Lett. 123, 210603 (2019).
https://doi.org/10.1103/PhysRevLett.123.210603
[3] Amos Chan, Andrea De Luca, and J. T. Chalker. ``Solution of a minimal model for many-body quantum chaos''. Phys. Rev. X 8, 041019 (2018).
https://doi.org/10.1103/PhysRevX.8.041019
[4] Amos Chan, Andrea De Luca, and J. T. Chalker. ``Spectral statistics in spatially extended chaotic quantum many-body systems''. Phys. Rev. Lett. 121, 060601 (2018).
https://doi.org/10.1103/PhysRevLett.121.060601
[5] Adam Nahum, Sagar Vijay, and Jeongwan Haah. ``Operator spreading in random unitary circuits''. Phys. Rev. X 8, 021014 (2018).
https://doi.org/10.1103/PhysRevX.8.021014
[6] C. W. von Keyserlingk, Tibor Rakovszky, Frank Pollmann, and S. L. Sondhi. ``Operator hydrodynamics, otocs, and entanglement growth in systems without conservation laws''. Phys. Rev. X 8, 021013 (2018).
https://doi.org/10.1103/PhysRevX.8.021013
[7] Pieter W. Claeys and Austen Lamacraft. ``Maximum velocity quantum circuits''. Phys. Rev. Res. 2, 033032 (2020).
https://doi.org/10.1103/PhysRevResearch.2.033032
[8] Vedika Khemani, Ashvin Vishwanath, and David A. Huse. ``Operator spreading and the emergence of dissipative hydrodynamics under unitary evolution with conservation laws''. Phys. Rev. X 8, 031057 (2018).
https://doi.org/10.1103/PhysRevX.8.031057
[9] Adam Nahum, Jonathan Ruhman, Sagar Vijay, and Jeongwan Haah. ``Quantum entanglement growth under random unitary dynamics''. Phys. Rev. X 7, 031016 (2017).
https://doi.org/10.1103/PhysRevX.7.031016
[10] Tianci Zhou and Adam Nahum. ``Emergent statistical mechanics of entanglement in random unitary circuits''. Phys. Rev. B 99, 174205 (2019).
https://doi.org/10.1103/PhysRevB.99.174205
[11] Tianci Zhou and Adam Nahum. ``Entanglement membrane in chaotic many-body systems''. Phys. Rev. X 10, 031066 (2020).
https://doi.org/10.1103/PhysRevX.10.031066
[12] Xiao Mi, Pedram Roushan, Chris Quintana, Salvatore Mandrà, Jeffrey Marshall, Charles Neill, Frank Arute, Kunal Arya, Juan Atalaya, Ryan Babbush, Joseph C. Bardin, Rami Barends, Joao Basso, Andreas Bengtsson, Sergio Boixo, Alexandre Bourassa, Michael Broughton, Bob B. Buckley, David A. Buell, Brian Burkett, Nicholas Bushnell, Zijun Chen, Benjamin Chiaro, Roberto Collins, William Courtney, Sean Demura, Alan R. Derk, Andrew Dunsworth, Daniel Eppens, Catherine Erickson, Edward Farhi, Austin G. Fowler, Brooks Foxen, Craig Gidney, Marissa Giustina, Jonathan A. Gross, Matthew P. Harrigan, Sean D. Harrington, Jeremy Hilton, Alan Ho, Sabrina Hong, Trent Huang, William J. Huggins, L. B. Ioffe, Sergei V. Isakov, Evan Jeffrey, Zhang Jiang, Cody Jones, Dvir Kafri, Julian Kelly, Seon Kim, Alexei Kitaev, Paul V. Klimov, Alexander N. Korotkov, Fedor Kostritsa, David Landhuis, Pavel Laptev, Erik Lucero, Orion Martin, Jarrod R. McClean, Trevor McCourt, Matt McEwen, Anthony Megrant, Kevin C. Miao, Masoud Mohseni, Shirin Montazeri, Wojciech Mruczkiewicz, Josh Mutus, Ofer Naaman, Matthew Neeley, Michael Newman, Murphy Yuezhen Niu, Thomas E. O’Brien, Alex Opremcak, Eric Ostby, Balint Pato, Andre Petukhov, Nicholas Redd, Nicholas C. Rubin, Daniel Sank, Kevin J. Satzinger, Vladimir Shvarts, Doug Strain, Marco Szalay, Matthew D. Trevithick, Benjamin Villalonga, Theodore White, Z. Jamie Yao, Ping Yeh, Adam Zalcman, Hartmut Neven, Igor Aleiner, Kostyantyn Kechedzhi, Vadim Smelyanskiy, and Yu Chen. ``Information scrambling in quantum circuits''. Science 374, 1479–1483 (2021).
https://doi.org/10.1126/science.abg5029
[13] Hansveer Singh, Brayden A. Ware, Romain Vasseur, and Aaron J. Friedman. ``Subdiffusion and many-body quantum chaos with kinetic constraints''. Phys. Rev. Lett. 127, 230602 (2021).
https://doi.org/10.1103/PhysRevLett.127.230602
[14] Yaodong Li, Xiao Chen, and Matthew P. A. Fisher. ``Measurement-driven entanglement transition in hybrid quantum circuits''. Phys. Rev. B 100, 134306 (2019).
https://doi.org/10.1103/PhysRevB.100.134306
[15] Yaodong Li, Xiao Chen, and Matthew P. A. Fisher. ``Quantum zeno effect and the many-body entanglement transition''. Phys. Rev. B 98, 205136 (2018).
https://doi.org/10.1103/PhysRevB.98.205136
[16] Amos Chan, Rahul M. Nandkishore, Michael Pretko, and Graeme Smith. ``Unitary-projective entanglement dynamics''. Phys. Rev. B 99, 224307 (2019).
https://doi.org/10.1103/PhysRevB.99.224307
[17] Brian Skinner, Jonathan Ruhman, and Adam Nahum. ``Measurement-induced phase transitions in the dynamics of entanglement''. Phys. Rev. X 9, 031009 (2019).
https://doi.org/10.1103/PhysRevX.9.031009
[18] Crystal Noel, Pradeep Niroula, Daiwei Zhu, Andrew Risinger, Laird Egan, Debopriyo Biswas, Marko Cetina, Alexey V Gorshkov, Michael J Gullans, David A Huse, et al. ``Measurement-induced quantum phases realized in a trapped-ion quantum computer''. Nature Physics 18, 760–764 (2022).
https://doi.org/10.1038/s41567-022-01619-7
[19] Jin Ming Koh, Shi-Ning Sun, Mario Motta, and Austin J. Minnich. ``Measurement-induced entanglement phase transition on a superconducting quantum processor with mid-circuit readout''. Nature Physics 19, 1314–1319 (2023).
https://doi.org/10.1038/s41567-023-02076-6
[20] Google Quantum AI and Collaborators. ``Measurement-induced entanglement and teleportation on a noisy quantum processor''. Nature 622, 481–486 (2023).
https://doi.org/10.1038/s41586-023-06505-7
[21] Robert Raussendorf and Hans J. Briegel. ``A one-way quantum computer''. Phys. Rev. Lett. 86, 5188–5191 (2001).
https://doi.org/10.1103/PhysRevLett.86.5188
[22] Robert Raussendorf, Daniel E. Browne, and Hans J. Briegel. ``Measurement-based quantum computation on cluster states''. Phys. Rev. A 68, 022312 (2003).
https://doi.org/10.1103/PhysRevA.68.022312
[23] Nathanan Tantivasadakarn, Ryan Thorngren, Ashvin Vishwanath, and Ruben Verresen. ``Long-range entanglement from measuring symmetry-protected topological phases''. Phys. Rev. X 14, 021040 (2024).
https://doi.org/10.1103/PhysRevX.14.021040
[24] Tsung-Cheng Lu, Leonardo A. Lessa, Isaac H. Kim, and Timothy H. Hsieh. ``Measurement as a shortcut to long-range entangled quantum matter''. PRX Quantum 3, 040337 (2022).
https://doi.org/10.1103/PRXQuantum.3.040337
[25] Mohsin Iqbal, Nathanan Tantivasadakarn, Thomas M. Gatterman, Justin A. Gerber, Kevin Gilmore, Dan Gresh, Aaron Hankin, Nathan Hewitt, Chandler V. Horst, Mitchell Matheny, Tanner Mengle, Brian Neyenhuis, Ashvin Vishwanath, Michael Foss-Feig, Ruben Verresen, and Henrik Dreyer. ``Topological order from measurements and feed-forward on a trapped ion quantum computer''. Communications Physics 7, 205 (2024).
https://doi.org/10.1038/s42005-024-01698-3
[26] Jacob Hauser, Yaodong Li, Sagar Vijay, and Matthew P. A. Fisher. ``Continuous symmetry breaking in adaptive quantum dynamics''. Phys. Rev. B 109, 214305 (2024).
https://doi.org/10.1103/PhysRevB.109.214305
[27] M. Buchhold, T. Müller, and S. Diehl. ``Revealing measurement-induced phase transitions by pre-selection'' (2022). arXiv:2208.10506.
arXiv:2208.10506
[28] Thomas Iadecola, Sriram Ganeshan, J. H. Pixley, and Justin H. Wilson. ``Measurement and feedback driven entanglement transition in the probabilistic control of chaos''. Phys. Rev. Lett. 131, 060403 (2023).
https://doi.org/10.1103/PhysRevLett.131.060403
[29] Vikram Ravindranath, Yiqiu Han, Zhi-Cheng Yang, and Xiao Chen. ``Entanglement steering in adaptive circuits with feedback''. Phys. Rev. B 108, L041103 (2023).
https://doi.org/10.1103/PhysRevB.108.L041103
[30] Nicholas O'Dea, Alan Morningstar, Sarang Gopalakrishnan, and Vedika Khemani. ``Entanglement and absorbing-state transitions in interactive quantum dynamics''. Phys. Rev. B 109, L020304 (2024).
https://doi.org/10.1103/PhysRevB.109.L020304
[31] Piotr Sierant and Xhek Turkeshi. ``Controlling entanglement at absorbing state phase transitions in random circuits''. Phys. Rev. Lett. 130, 120402 (2023).
https://doi.org/10.1103/PhysRevLett.130.120402
[32] Lorenzo Piroli, Yaodong Li, Romain Vasseur, and Adam Nahum. ``Triviality of quantum trajectories close to a directed percolation transition''. Phys. Rev. B 107, 224303 (2023).
https://doi.org/10.1103/PhysRevB.107.224303
[33] Aaron J. Friedman, Oliver Hart, and Rahul Nandkishore. ``Measurement-induced phases of matter require feedback''. PRX Quantum 4, 040309 (2023).
https://doi.org/10.1103/PRXQuantum.4.040309
[34] O. Alberton, M. Buchhold, and S. Diehl. ``Entanglement transition in a monitored free-fermion chain: From extended criticality to area law''. Phys. Rev. Lett. 126, 170602 (2021).
https://doi.org/10.1103/PhysRevLett.126.170602
[35] M. Buchhold, Y. Minoguchi, A. Altland, and S. Diehl. ``Effective theory for the measurement-induced phase transition of dirac fermions''. Phys. Rev. X 11, 041004 (2021).
https://doi.org/10.1103/PhysRevX.11.041004
[36] Xhek Turkeshi, Alberto Biella, Rosario Fazio, Marcello Dalmonte, and Marco Schiró. ``Measurement-induced entanglement transitions in the quantum ising chain: From infinite to zero clicks''. Phys. Rev. B 103, 224210 (2021).
https://doi.org/10.1103/PhysRevB.103.224210
[37] Xhek Turkeshi, Marcello Dalmonte, Rosario Fazio, and Marco Schirò. ``Entanglement transitions from stochastic resetting of non-hermitian quasiparticles''. Phys. Rev. B 105, L241114 (2022).
https://doi.org/10.1103/PhysRevB.105.L241114
[38] Haye Hinrichsen. ``Non-equilibrium critical phenomena and phase transitions into absorbing states''. Advances in Physics 49, 815–958 (2000).
https://doi.org/10.1080/00018730050198152
[39] Xiangyu Cao, Antoine Tilloy, and Andrea De Luca. ``Entanglement in a fermion chain under continuous monitoring''. SciPost Phys. 7, 024 (2019).
https://doi.org/10.21468/SciPostPhys.7.2.024
[40] Sergey Bravyi. ``Lagrangian representation for fermionic linear optics''. Quantum Info. Comput. 5, 216–238 (2005).
https://doi.org/10.5555/2011637.2011640
[41] Xiao Chen, Yaodong Li, Matthew P. A. Fisher, and Andrew Lucas. ``Emergent conformal symmetry in nonunitary random dynamics of free fermions''. Phys. Rev. Res. 2, 033017 (2020).
https://doi.org/10.1103/PhysRevResearch.2.033017
[42] M. Henkel, H. Hinrichsen, and S. Lübeck. ``Non-equilibrium phase transitions: Volume 1: Absorbing phase transitions''. Theoretical and Mathematical Physics. Springer Netherlands. (2008).
https://doi.org/10.1007/978-1-4020-8765-3
[43] Jacopo Surace and Luca Tagliacozzo. ``Fermionic Gaussian states: an introduction to numerical approaches''. SciPost Phys. Lect. NotesPage 54 (2022).
https://doi.org/10.21468/SciPostPhysLectNotes.54
[44] Vikram Ravindranath and Xiao Chen. ``Robust oscillations and edge modes in nonunitary floquet systems''. Phys. Rev. Lett. 130, 230402 (2023).
https://doi.org/10.1103/PhysRevLett.130.230402
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