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Sokoban random walk: A trapping perspective
Phys. Rev. E 114, 024119 – Published 11 August, 2026
DOI: https://doi.org/10.1103/2rsy-qpwt
Abstract
We study caging/trapping in Sokoban-type models, featuring a random walker moving through a disordered medium of obstacles and capable of pushing some obstacles blocking its path. In one-dimension, we allow the walker to push up to an arbitrary number of obstacles. For , we use large-deviation theory to show that the survival probability to remain uncaged exhibits crossover from an exponential decay with time at intermediate times to a stretched-exponential decay at long times, with an exponent independent of . The long-time exponent matches the Balagurov-Vaks-Donsker-Varadhan (BVDV) theory of the classical trapping problem, while the exponential decay is qualitatively distinct from the Rosenstock's intermediate-time theory for classical trapping. Similarly, in two dimensions, numerical simulations reveal that both the Sokoban model and its generalized version exhibit long-time stretched-exponential relaxation with exponent , again consistent with the BVDV theory. Finally, in two dimensions, we find that the mean trap size is nonmonotonic in : it is small at both low and high densities, but reaches a peak at a characteristic density . We estimate for the Sokoban model and for the generalized Sokoban model.
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References (39)
- S. R. Broadbent and J. M. Hammersley, Percolation processes: I. Crystals and mazes, Math. Proc. Cambridge Philos. Soc. 53, 629 (1957).
- G. H. Weiss, Aspects and Applications of the Random Walk (North-Holland, New York, NY, 1994)
- D. Ben-Avraham and S. Havlin, Diffusion and Reactions in Fractals and Disordered Systems (Cambridge University Press, Cambridge, UK, 2000).
- V. Ambegaokar, B. I. Halperin, and J. S. Langer, Hopping conductivity in disordered systems, Phys. Rev. B 4, 2612 (1971).
- P. Sheng and J. Klafter, Hopping conductivity in granular disordered systems, Phys. Rev. B 27, 2583 (1983).
- M. Sahimi, Flow phenomena in rocks: From continuum models to fractals, percolation, cellular automata, and simulated annealing, Rev. Mod. Phys. 65, 1393 (1993).
- E. Barkai, Y. Garini, and R. Metzler, Strange kinetics of single molecules in living cells, Phys. Today 65, 29 (2012).
- R. Metzler, J.-H. Jeon, A. G. Cherstvy, and E. Barkai, Anomalous diffusion models and their properties: Non-stationarity, non-ergodicity, and ageing at the centenary of single particle tracking, Phys. Chem. Chem. Phys. 16, 24128 (2014).
- C. Bechinger, R. Di Leonardo, H. Löwen, C. Reichhardt, G. Volpe, and G. Volpe, Active particles in complex and crowded environments, Rev. Mod. Phys. 88, 045006 (2016).
- P. Singh, S. Sabhapandit, and A. Kundu, Run-and-tumble particle in inhomogeneous media in one dimension, J. Stat. Mech.: Theory Exp. (2020) 083207.
- P. G. de Gennes, La percolation: Un concept unificateur, La Recherche 7, 919 (1976).
- R. M. Ziff and B. Sapoval, The efficient determination of the percolation threshold by a frontier-generating walk in a gradient, J. Phys. A: Math. Gen. 19, L1169 (1986).
- C. D. Lorenz and R. M. Ziff, Precise determination of the bond percolation thresholds and finite-size scaling corrections for the sc, fcc, and bcc lattices, Phys. Rev. E 57, 230 (1998).
- O. L. Bonomo and S. Reuveni, Loss of percolation transition in the presence of simple tracer-media interactions, Phys. Rev. Res. 5, L042015 (2023).
- O. L. Bonomo, I. Shitrit, and S. Reuveni, Sokoban percolation on the Bethe lattice, J. Phys. A: Math. Theor. 57, 33LT01 (2024).
- Sokoban—Wikipedia, https://en.wikipedia.org/wiki/Sokoban, retrieved on 11-02-2026.
- A. Altshuler, O. L. Bonomo, N. Gorohovsky, S. Marchini, E. Rosen, O. Tal-Friedman, S. Reuveni, and Y. Roichman, Environmental memory facilitates search with home returns, Phys. Rev. Res. 6, 023255 (2024).
- A. Biswas, J. M. Cruz, P. Parmananda, and D. Das, First passage of an active particle in the presence of passive crowders, Soft Matter 16, 6138 (2020).
- C. S. Dias, M. Trivedi, G. Volpe, N. A. M. Araújo, and G. Volpe, Environmental memory boosts group formation of clueless individuals, Nat. Commun. 14, 7324 (2023).
- P. Singh, D. A. Kessler, and E. Barkai, Sokoban random walk: From environment reshaping to trapping crossover, Phys. Rev. Res. 8, L012023 (2026).
- H. B. Rosenstock, Luminescent emission from an organic solid with traps, Phys. Rev. 187, 1166 (1969).
- B. Y. Balagurov and V. G. Vaks, Random walks of a particle on lattices with traps, J. Exp. Theor. Phys. 38, 968 (1974).
- M. D. Donsker and S. R. S. Varadhan, On the number of distinct sites visited by a random walk, Commun. Pure Appl. Math. 32, 721 (1979).
- J. K. Anlauf, Asymptotically exact solution of the one-dimensional trapping problem, Phys. Rev. Lett. 52, 1845 (1984).
- S. Redner, A Guide to First-Passage Processes (Cambridge University Press, Cambridge, UK, 2001).
- A. Dvoretzky and P. Erdös, Some problems on random walk in space, in Proceedings of the 2nd Berkeley Symposium on Mathematical Statistics and Probability (University of California Press, Berkeley, CA, 1951), pp. 353–367.
- H. Larralde, P. Trunfio, S. Havlin, H. E. Stanley, and G. H. Weiss, Number of distinct sites visited by random walkers, Phys. Rev. A 45, 7128 (1992).
- A. Kundu, S. N. Majumdar, and G. Schehr, Exact distributions of the number of distinct and common sites visited by independent random walkers, Phys. Rev. Lett. 110, 220602 (2013).
- L. C. Andrews, Special Functions for Engineers and Applied Mathematicians (Macmillan, New York, NY, 1985).
- H. Touchette, The large deviation approach to statistical mechanics, Phys. Rep. 478, 1 (2009).
- H. Touchette, Introduction to dynamical large deviations of Markov processes, Physica A 504, 5 (2018).
- I. N. Burenev, D. W. H. Cloete, V. Kharbanda, and H. Touchette, An introduction to large deviations with applications in physics, SciPost Phys. Lect. Notes 104 (2025).
- D. J. Aldous, On the time taken by random walks on finite groups to visit every state, Z. Wahrscheinlichkeitstheorie verw. Gebiete 62, 361 (1983).
- M. Chupeau, O. Bénichou, and R. Voituriez, Cover times of random searches, Nat. Phys. 11, 844 (2015).
- R. Borrego, E. Abad, and S. B. Yuste, Survival probability of a subdiffusive particle in a -dimensional sea of mobile traps, Phys. Rev. E 80, 061121 (2009).
- O. L. Bonomo, I. Shitrit, S. Reuveni, and S. Redner, Diffusion/subdiffusion in the pushy random walk, Phys. Rev. Lett. 137, 037101 (2026).
- S. N. Majumdar, Brownian functionals in physics and computer science, Curr. Sci. 89, 2076 (2005).
- Y. Sakamoto and T. Sakaue, Method of filtration in first passage time problems, J. Phys. A: Math. Theor. 57, 355002 (2024).
- M. Beck and M. Halloran, Finite trigonometric character sums via discrete Fourier analysis, Int. J. Number Theory 06, 51 (2010).