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Mesoscopic theory of flocking with alignment and antialignment copying
Phys. Rev. E 114, 044115 – Published 8 October, 2026
DOI: https://doi.org/10.1103/xp24-5rj6
Abstract
We study a stochastic model of collective orientation dynamics in which individuals update their orientation through pairwise aligning or antialigning copying interactions. We analyze both annealed dynamics, where interaction types are chosen probabilistically at each update, and quenched dynamics, where individuals are permanently assigned to aligning or antialigning subpopulations. Starting from the microscopic master equation on the circle, we derive a closed mesoscopic description via a Fourier-mode expansion and a systematic large- expansion, obtaining closed Fokker-Planck equations and effective stochastic differential equations for the polarization. We show that competing alignment and antialignment suppress long-range polar order in the thermodynamic limit in both cases, while finite systems display nontrivial fluctuation-induced structure controlled by the interaction composition. Our results, validated by Gillespie simulations, establish an analytically tractable framework for collective dynamics characterized by competing copying rules and intrinsic noise.
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References (33)
- T. Vicsek, A. Czirók, E. Ben-Jacob, I. Cohen, and O. Shochet, Novel type of phase transition in a system of self-driven particles, Phys. Rev. Lett. 75, 1226 (1995).
- J. Toner and Y. Tu, Long-range order in a two-dimensional dynamical XY model: How birds fly together, Phys. Rev. Lett. 75, 4326 (1995).
- I. D. Couzin, J. Krause, R. James, G. D. Ruxton, and N. R. Franks, Collective memory and spatial sorting in animal groups, J. Theor. Biol. 218, 1 (2002).
- E. Bertin, M. Droz, and G. Grégoire, Boltzmann and hydrodynamic description for self-propelled particles, Phys. Rev. E 74, 022101 (2006).
- C. Buhl, D. J. Sumpter, I. D. Couzin, J. J. Hale, E. Despland, E. R. Miller, and S. J. Simpson, From disorder to order in marching locusts, Science 312, 1402 (2006).
- M. Ballerini, N. Cabibbo, R. Candelier, A. Cavagna, E. Cisbani, I. Giardina, V. Lecomte, A. Orlandi, G. Parisi, A. Procaccini, M. Viale, and V. Zdravkovic, Interaction ruling animal collective behavior depends on topological rather than metric distance: Evidence from a field study, Proc. Natl. Acad. Sci. USA 105, 1232 (2008).
- A. Cavagna, A. Cimarelli, I. Giardina, G. Parisi, R. Santagati, F. Stefanini, and M. Viale, Scale-free correlations in starling flocks, Proc. Natl. Acad. Sci. USA 107, 11865 (2010).
- A. P. Solon and J. Tailleur, Revisiting the flocking transition using active spins, Phys. Rev. Lett. 111, 078101 (2013).
- O. Feinerman, I. Pinkoviezky, A. Gelblum, E. Fonio, and N. S. Gov, The physics of cooperative transport in groups of ants, Nat. Phys. 14, 683 (2018).
- T. Biancalani, L. Dyson, and A. J. McKane, Noise-induced bistable states and their mean switching time in foraging colonies, Phys. Rev. Lett. 112, 038101 (2014).
- L. Dyson, C. A. Yates, C. Buhl, and A. J. McKane, Onset of collective motion in locusts is captured by a minimal model, Phys. Rev. E 92, 052708 (2015).
- T. M. Liggett, Stochastic Interacting Systems: Contact, Voter and Exclusion Processes (Springer-Verlag, Berlin, 1999), Vol. 324.
- C. Castellano, S. Fortunato, and V. Loreto, Statistical physics of social dynamics, Rev. Mod. Phys. 81, 591 (2009).
- J. Jhawar, R. G. Morris, U. Amith-Kumar, M. Danny Raj, T. Rogers, H. Rajendran, and V. Guttal, Noise-induced schooling of fish, Nat. Phys. 16, 488 (2020).
- R. Großmann, P. Romanczuk, M. Bär, and L. Schimansky-Geier, Vortex arrays and mesoscale turbulence of self-propelled particles, Phys. Rev. Lett. 113, 258104 (2014).
- C. Zheng and R. Tönjes, Noise-induced swarming of active particles, Phys. Rev. E 106, 064601 (2022).
- D. Escaff, Self-organization of anti-aligning active particles: Waving pattern formation and chaos, Phys. Rev. E 110, 024603 (2024).
- S. Chatterjee, M. Mangeat, C.-U. Woo, H. Rieger, and J. D. Noh, Flocking of two unfriendly species: The two-species Vicsek model, Phys. Rev. E 107, 024607 (2023).
- R. Kürsten, J. Mihatsch, and T. Ihle, Emergent flocking in mixtures of antialigning self-propelled particles, Phys. Rev. E 111, L023402 (2025).
- E. Lardet, L. Chen, and T. Bertrand, Flocking beyond one species: Novel phase coexistence in a generalized two-species Vicsek model, Phys. Rev. Lett. 137, 118303 (2026).
- M. Mangeat, S. Chatterjee, J. D. Noh, and H. Rieger, Emergent complex phases in a discrete flocking model with reciprocal and non-reciprocal interactions, Commun. Phys. 8, 186 (2025).
- J. Chen, X. Lei, Y. Xiang, M. Duan, X. Peng, and H. P. Zhang, Emergent chirality and hyperuniformity in an active mixture with nonreciprocal interactions, Phys. Rev. Lett. 132, 118301 (2024).
- D. Martin, D. Seara, Y. Avni, M. Fruchart, and V. Vitelli, Transition to collective motion in nonreciprocal active matter: Coarse graining agent-based models into fluctuating hydrodynamics, Phys. Rev. X 15, 041015 (2025).
- K. L. Kreienkamp and S. H. L. Klapp, Nonreciprocal alignment induces asymmetric clustering in active mixtures, Phys. Rev. Lett. 133, 258303 (2024).
- H. Hong and S. H. Strogatz, Kuramoto model of coupled oscillators with positive and negative coupling parameters: An example of conformist and contrarian oscillators, Phys. Rev. Lett. 106, 054102 (2011).
- S. Galam, Contrarian deterministic effects on opinion dynamics: “the hung elections scenario”, Physica A 333, 453 (2004).
- N. Brunel, Dynamics of sparsely connected networks of excitatory and inhibitory spiking neurons, J. Comput. Neurosci. 8, 183 (2000).
- D. T. Gillespie, Exact stochastic simulation of coupled chemical reactions, J. Phys. Chem. 81, 2340 (1977).
- N. G. Van Kampen, Stochastic Processes in Physics and Chemistry (Elsevier, 1992), Vol. 1.
- K. Minors, T. Rogers, and C. A. Yates, Noise-driven bias in the non-local voter model, Europhys. Lett. 122, 10004 (2018).
- M. Fruchart, R. Hanai, P. B. Littlewood, and V. Vitelli, Non-reciprocal phase transitions, Nature (London) 592, 363 (2021).
- P. W. Anderson, More is different: Broken symmetry and the nature of the hierarchical structure of science, Science 177, 393 (1972).
- J. Calvert, A. W. Richa, and D. Randall, How many more is different? arXiv:2510.06011.