- Open Access
Quantum walks: First hitting times with weak measurements
Phys. Rev. A 113, 052426 – Published 12 May, 2026
DOI: https://doi.org/10.1103/j2yb-fmw1
Abstract
We study the first detected recurrence time problem of continuous-time quantum walks on graphs. While previous works have employed projective measurements to determine the first return time, we implement a protocol based on weak measurements on a dilated system, enabling minimally invasive monitoring throughout the evolution. To achieve this, we implement a weak measurement protocol theoretically and complement it with both numerical simulations and investigations on an IBM quantum computer. Despite the implementation of a generalized measurement, the proposed protocol provides a description purely within the Hilbert space of the quantum system. Our results reveal that for rank-one monitored, pure initial states, the first hitting timescales inversely with the coupling parameter between the ancilla and the quantum system.
Physics Subject Headings (PhySH)
Article Text
References (58)
- A. M. Childs, R. Cleve, E. Deotto, E. Farhi, S. Gutmann, and D. A. Spielman, Exponential algorithmic speedup by a quantum walk, in Proceedings of the Thirty-Fifth Annual ACM Symposium on Theory of Computing, San Diego, CA, USA, 2003 (ACM Press, New York, NY, 2003), pp. 59–68.
- J. Kempe, Quantum random walks: An introductory overview, Contemp. Phys. 44, 307 (2003).
- J. Kempe, Discrete quantum walks hit exponentially faster, Probab. Theory Relat. Fields 133, 215 (2005).
- J. D. Whitfield, C. A. Rodríguez-Rosario, and A. Aspuru-Guzik, Quantum stochastic walks: A generalization of classical random walks and quantum walks, Phys. Rev. A 81, 022323 (2010).
- N. Shenvi, J. Kempe, and K. B. Whaley, Quantum random-walk search algorithm, Phys. Rev. A 67, 052307 (2003).
- A. M. Childs, Universal computation by quantum walk, Phys. Rev. Lett. 102, 180501 (2009).
- X. Qiang, S. Ma, and H. Song, Review on quantum walk computing: Theory, implementation, and application, Intell Comput. 3, 0097 (2024).
- T. Nitsche, S. Barkhofen, R. Kruse, L. Sansoni, M. Štefaňák, A. Gábris, V. Potoček, T. Kiss, I. Jex, and C. Silberhorn, Probing measurement-induced effects in quantum walks via recurrence, Sci. Adv. 4, eaar6444 (2018).
- D. Grebenkov, R. Metzler, and G. Oshanin, Target search problems, in Target Search Problems (Springer Nature, Switzerland, 2024), pp. 1–29.
- S. Redner, A Guide to First-Passage Processes (Cambridge University Press, Cambridge, England, 2001).
- S. Iyer-Biswas and A. Zilman, First-passage processes in cellular biology, Adv. Chem. Phys. 160, 261 (2016).
- S. K. Kim, Mean first passage time for a random walker and its application to chemical kinetics, J. Chem. Phys. 28, 1057 (1958).
- G. Chiribella, G. M. D' Ariano, and P. Perinotti, Theoretical framework for quantum networks, Phys. Rev. A 80, 022339 (2009).
- M. Varbanov, H. Krovi, and T. A. Brun, Hitting time for the continuous quantum walk, Phys. Rev. A 78, 022324 (2008).
- F. A. Grünbaum, L. Velázquez, A. H. Werner, and R. F. Werner, Recurrence for discrete time unitary evolutions, Commun. Math. Phys. 320, 543 (2013).
- D. A. Kessler, E. Barkai, and K. Ziegler, First-detection time of a quantum state under random probing, Phys. Rev. A 103, 022222 (2021).
- A. D. Córcoles, M. Takita, K. Inoue, S. Lekuch, Z. K. Minev, J. M. Chow, and J. M. Gambetta, Exploiting dynamic quantum circuits in a quantum algorithm with superconducting qubits, Phys. Rev. Lett. 127, 100501 (2021).
- E. Bäumer, V. Tripathi, A. Seif, D. Lidar, and D. S. Wang, Quantum Fourier transform using dynamic circuits, Phys. Rev. Lett. 133, 150602 (2024).
- R. Yin and E. Barkai, Restart expedites quantum walk hitting times, Phys. Rev. Lett. 130, 050802 (2023).
- V. Dubey, R. Chetrite, and A. Dhar, Quantum resetting in continuous measurement induced dynamics of a qubit, J. Phys. A: Math. Theor. 56, 154001 (2023).
- J. Schur, Über Potenzreihen, die im Innern des Einheitskreises beschränkt sind, J. Reine Angew. Math. 148, 122 (1918).
- J. Bourgain, F. Grünbaum, L. Velázquez, and J. Wilkening, Quantum recurrence of a subspace and operator-valued Schur functions, Commun. Math. Phys, 329, 1031 (2014).
- F. A. Grünbaum and L. Velázquez, A generalization of Schur functions: Applications to Nevanlinna functions, orthogonal polynomials, random walks and unitary and open quantum walks, Adv. Math. 326, 352 (2018).
- F. A. Grünbaum, C. F. Lardizabal, and L. Velázquez, Quantum Markov chains: Recurrence, Schur functions and splitting rules, in Ann. Henri Poincaré 21, 189 (2020).
- S. Tornow and K. Ziegler, Measurement-induced quantum walks on an IBM quantum computer, Phys. Rev. Res. 5, 033089 (2023).
- Q. Wang, S. Ren, R. Yin, K. Ziegler, E. Barkai, and S. Tornow, First hitting times on a quantum computer: Tracking vs. local monitoring, topological effects, and dark states, Entropy 26, 869 (2024).
- R. Yin, Q. Wang, S. Tornow, and E. Barkai, Restart uncertainty relation for monitored quantum dynamics, Proc. Natl. Acad. Sci. USA 122, e2402912121 (2025).
- C. Cedzich, F. A. Grünbaum, C. Stahl, L. Velázquez, A. H. Werner, and R. F. Werner, Bulk-edge correspondence of one-dimensional quantum walks, J. Phys. A: Math. Theor. 49, 21LT01 (2016).
- C. Cedzich, T. Geib, F. A. Grünbaum, C. Stahl, L. Velázquez, A. H. Werner, and R. F. Werner, The topological classification of one-dimensional symmetric quantum walks, Ann. Henri Poincaré 19, 325 (2018).
- C. Cedzich, T. Geib, A. Werner, and R. Werner, Quantum walks in external gauge fields, J. Math. Phys. 60, 012107 (2019).
- H. Friedman, D. A. Kessler, and E. Barkai, Quantum walks: The first detected passage time problem, Phys. Rev. E 95, 032141 (2017).
- J . Von Neumann, Mathematical Foundations of Quantum Mechanics: New Edition (Princeton University Press, Princeton, 2018).
- M. A. Nielsen and I. L. Chuang, Quantum Computation and Quantum Information (Cambridge University Press, Cambridge, England, 2010).
- H. Krovi and T. A. Brun, Quantum walks with infinite hitting times, Phys. Rev. A 74, 042334 (2006).
- W. F. Stinespring, Positive functions on C*-algebras, Proc. Amer. Math. Soc. 6, 211 (1955).
- R. A. Horn and C. R. Johnson, Topics in Matrix Analysis (Cambridge University Press, Cambridge, 1994).
- J. M. Koh, S.-N. Sun, M. Motta, and A. J. Minnich, Experimental realization of a measurement-induced entanglement phase transition on a superconducting quantum processor, Nat. Phys. 19, 1314 (2023).
- B. Skinner, J. Ruhman, and A. Nahum, Measurement-induced phase transitions in the dynamics of entanglement, Phys. Rev. X 9, 031009 (2019).
- V. Gebhart, K. Snizhko, T. Wellens, A. Buchleitner, A. Romito, and Y. Gefen, Topological transition in measurement-induced geometric phases, Proc. Natl. Acad. Sci. USA 117, 5706 (2020).
- K. Snizhko, P. Kumar, N. Rao, and Y. Gefen, Weak-measurement-induced asymmetric dephasing: Manifestation of intrinsic measurement chirality, Phys. Rev. Lett. 127, 170401 (2021).
- R. Yin, K. Ziegler, F. Thiel, and E. Barkai, Large fluctuations of the first detected quantum return time, Phys. Rev. Res. 1, 033086 (2019).
- Y. Aharonov and J. Anandan, Phase change during a cyclic quantum evolution, Phys. Rev. Lett. 58, 1593 (1987).
- Z. Wu and J. Wang, Berry's phase and Aharonov-Anandan's phase, Physica A 232, 206 (1996).
- C. Bengs, M. Sabba, and M. H. Levitt, The Aharonov–Anandan phase and geometric double-quantum excitation in strongly coupled nuclear spin pairs, J. Chem. Phys. 158, 124204 (2023).
- W. M. Itano, D. J. Heinzen, J. J. Bollinger, and D. J. Wineland, Quantum Zeno effect, Phys. Rev. A 41, 2295 (1990).
- Q. Liu, R. Yin, K. Ziegler, and E. Barkai, Quantum walks: The mean first detected transition time, Phys. Rev. Res. 2, 033113 (2020).
- M. AbuGhanem, IBM quantum computers: Evolution, performance, and future directions, J. Supercomput. 81, 687 (2025).
- N. Ezzell, B. Pokharel, L. Tewala, G. Quiroz, and D. A. Lidar, Dynamical decoupling for superconducting qubits: A performance survey, Phys. Rev. Appl. 20, 064027 (2023).
- P. Sinkovicz, Z. Kurucz, T. Kiss, and J. K. Asbóth, Quantized recurrence time in unital iterated open quantum dynamics, Phys. Rev. A 91, 042108 (2015).
- I. García-Marco and K. Knauer, Beyond symmetry in generalized Petersen graphs, J. Algebr. Comb. 59, 331 (2024).
- H. Gonzalez-Diaz, L. Perez-Montoto, A. Duardo-Sanchez, E. Paniagua, S. Vazquez-Prieto, R. Vilas, M. Dea-Ayuela, F. Bolas-Fernandez, C. Munteanu, J. Dorado, et al., Generalized lattice graphs for 2D-visualization of biological information, J. Theor. Biol. 261, 136 (2009).
- A. Cresti, Convenient Peierls phase choice for periodic atomistic systems under magnetic field, Phys. Rev. B 103, 045402 (2021).
- G. Vidal and R. F. Werner, Computable measure of entanglement, Phys. Rev. A 65, 032314 (2002).
- V. Vedral, M. B. Plenio, M. A. Rippin, and P. L. Knight, Quantifying entanglement, Phys. Rev. Lett. 78, 2275 (1997).
- J. Eisert and M. B. Plenio, A comparison of entanglement measures, J. Mod. Opt. 46, 145 (1999).
- F. Radicchi, D. Krioukov, H. Hartle, and G. Bianconi, Classical information theory of networks, J. Phys.: Complex. 1, 025001 (2020).
- K. Ziegler, Quantized dynamics in closed quantum systems, J. Phys. A: Math. Theor. 54, 205303 (2021).
- A. Solfanelli, S. Ruffo, S. Succi, and N. Defenu, Stabilization of discrete time-crystalline response on a superconducting quantum computer by increasing the interaction range, Phys. Rev. Res. 6, 013311 (2024).