Abstract
Real-time scattering dynamics in gauge theories are central to high-energy nuclear physics, but they are notoriously hard to access from first principles. In particular, it remains unclear how a simple propagating probe becomes modified and quantum-mechanically mixed with a dense, dynamical target during a collision. In analogy to high-energy nuclear scattering experiments, we study a real-time scattering process between a propagating state and a dense target in 1 + 1-d massive QED. In our setup, we identify three distinct regimes that qualitatively characterize the evolution: for a dilute medium, the incoming probe state evolves nearly ballistically; in an intermediate setting, it traverses the matter, locally exciting it; and for dense targets, one approaches a black-disk limit, where the matter acts as a strong wall potential. Here we show evidence that the probe’s energy loss rate scales linearly with the path length in the medium, and we study how the entanglement entropy reveals the mixing between the probe and medium states. With the goal of one day replicating high-energy nuclear experiments in quantum devices, we briefly discuss how the current tensor network-based simulations can be translated to a quantum simulator.
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The data that support the findings of this study are available from the corresponding author (J. Barata) upon request.
References
Busza, W., Rajagopal, K. & van der Schee, W. Heavy ion collisions: the big picture, and the big questions. Ann. Rev. Nucl. Part. Sci. 68, 339–376 (2018).
Gao, J., Harland-Lang, L. & Rojo, J. The structure of the proton in the LHC precision era. Phys. Rept. 742, 1–121 (2018).
Boussarie, R. et al. TMD Handbook. https://inspirehep.net/literature/2650019 (2023).
Abdul Khalek, R. et al. Snowmass 2021 White Paper: electron ion collider for high energy physics. https://inspirehep.net/literature/2057945 (2022).
Collins, J. Foundations of Perturbative QCD, Vol. 32 (Cambridge University Press, 2011).
Kovchegov, Y. V. & Levin, E. Quantum Chromodynamics at High Energy, Vol. 33 (Oxford University Press, 2013).
Ellis, R. K., Stirling, W. J. & Webber, B. R. QCD and Collider Physics, Vol. 8 (Cambridge University Press, 2011).
Gale, C., Jeon, S. & Schenke, B. Hydrodynamic modeling of heavy-ion collisions. Int. J. Mod. Phys. A. 28, 1340011 (2013).
Gelis, F., Iancu, E., Jalilian-Marian, J. & Venugopalan, R. The color glass condensate. Ann. Rev. Nucl. Part. Sci. 60, 463–489 (2010).
Andersson, B. The Lund Model, Vol.7 (Cambridge University Press, 1998).
Winter, J.-C., Krauss, F. & Soff, G. A modified cluster hadronization model. Eur. Phys. J. C. 36, 381–395 (2004).
Di Meglio, A. et al. Quantum computing for high-energy physics: state of the art and challenges. PRX Quantum. 5, 037001 (2024).
Bauer, C. W. et al. Quantum simulation for high-energy physics. PRX Quantum. 4, 027001 (2023).
Halimeh, J. C., Aidelsburger, M., Grusdt, F., Hauke, P. & Yang, B. Cold-atom quantum simulators of gauge theories. Nat. Phys. 21, 25–36 (2025).
Hebenstreit, F. & Berges, J. Connecting real-time properties of the massless Schwinger model to the massive case. Phys. Rev. D. 90, 045034 (2014).
Barata, J. A., Gong, W. & Venugopalan, R. Realtime dynamics of hyperon spin correlations from string fragmentation in a deformed four-flavor Schwinger model. Phys. Rev. D. 109, 116003 (2024).
Banerjee, D. et al. Atomic quantum simulation of dynamical gauge fields coupled to fermionic matter: from string breaking to evolution after a quench. Phys. Rev. Lett. 109, 175302 (2012).
Angelides, T., Guo, Y., Jansen, K., Kühn, S. & Magnifico, G. Meson thermalization with a hot medium in the open Schwinger model. J. High Energy Phys. 2025, 195 (2025).
Calajò, G. et al. Digital quantum simulation of a (1+1)D SU(2) lattice gauge theory with ion qudits. PRX Quantum. 5, 040309 (2024).
Magnifico, G. et al. Real time dynamics and confinement in the \({{\mathbb{Z}}}_{n}\) Schwinger-Weyl lattice model for 1+1 QED. Quantum. 4, 281 (2020).
Ale, V., Bauer, N.M., Jha, R.G., Ringer, F. & Siopsis, G. Quantum computation of SU(2) lattice gauge theory with continuous variables. J. High Energy Phys. 2025, 84 (2025).
Jha, R. G., Ringer, F., Siopsis, G. & Thompson, S. Continuous-variable quantum computation of the O(3) model in 1+1 dimensions. Phys. Rev. A. 109, 052412 (2024).
Shaw, A. F., Lougovski, P., Stryker, J. R. & Wiebe, N. Quantum algorithms for simulating the Lattice Schwinger Model. Quantum. 4, 306 (2020).
Charles, C. et al. Simulating Z2 lattice gauge theory on a quantum computer. Phys. Rev. E. 109, 015307 (2024).
Carena, M., Lamm, H., Li, Y.-Y. & Liu, W. Improved Hamiltonians for quantum simulations of gauge theories. Phys. Rev. Lett. 129, 051601 (2022).
Kürkçüoglu, D.M., Lamm, H. & Maestri, A. Qudit gate decomposition dependence for lattice gauge theories. https://inspirehep.net/literature/2841862 (2024).
Farrell, R.C., Illa, M., Ciavarella, A.N. & Savage, M.J. Quantum simulations of hadron dynamics in the Schwinger model using 112 qubits. Phys. Rev. D. 109, 114510 (2024).
Zache, T. V., Van Damme, M., Halimeh, J. C., Hauke, P. & Banerjee, D. Toward the continuum limit of a 1 + 1D quantum link Schwinger model. Phys. Rev. D. 106, L091502 (2022).
Ott, R., Zache, T. V., Jendrzejewski, F. & Berges, J. Scalable cold-atom quantum simulator for two-dimensional QED. Phys. Rev. Lett. 127, 130504 (2021).
Spitz, D. & Berges, J. Schwinger pair production and string breaking in non-Abelian gauge theory from real-time lattice improved Hamiltonians. Phys. Rev. D. 99, 036020 (2019).
Ikeda, K., Kang, Z.-B., Kharzeev, D. E., Qian, W. & Zhao, F. Real-time chiral dynamics at finite temperature from quantum simulation. JHEP. 10, 031 (2024).
Grieninger, S., Ikeda, K. & Zahed, I. Quasi-parton distributions in massive QED2: towards quantum computation. Phys. Rev. D. 110, 076008 (2024).
A Rahman, S., Lewis, R., Mendicelli, E. & Powell, S. Self-mitigating Trotter circuits for SU(2) lattice gauge theory on a quantum computer. Phys. Rev. D. 106, 074502 (2022).
Mueller, N., Wang, T., Katz, O., Davoudi, Z. & Cetina, M. Quantum computing universal thermalization dynamics in a (2+1)D lattice gauge theory. Nat. Commun. 16, 5492 (2025).
Davoudi, Z., Raychowdhury, I. & Shaw, A. Search for efficient formulations for Hamiltonian simulation of non-Abelian lattice gauge theories. Phys. Rev. D. 104, 074505 (2021).
Janik, R.A., Nowak, M.A., Rams, M.M. & Zahed, I. Universality and emergent effective fluid from jets and string breaking in the massive Schwinger model using tensor networks. Phys. Rev. Lett. 135, 211903 (2025).
Jha, R.G., Milsted, A., Neuenfeld, D., Preskill, J. & Vieira, P. Real-time scattering in Ising field theory using matrix product states. Phys. Rev. Res. 7, 023266 (2025).
Barata, J. A. & Mukherjee, S. Probing celestial energy and charge correlations through real-time quantum simulations: insights from the Schwinger model. Phys. Rev. D. 111, L031901 (2025).
Florio, A. et al. Quantum simulation of entanglement and hadronization in jet production: lessons from the massive Schwinger model. Phys. Rev. D. 110, 094029 (2024).
Pichler, T., Dalmonte, M., Rico, E., Zoller, P. & Montangero, S. Real-time dynamics in U(1) lattice gauge theories with tensor networks. Phys. Rev. X. 6, 011023 (2016).
Papaefstathiou, I., Knolle, J. & Bañuls, M. C. Real-time scattering in the lattice Schwinger model. Phys. Rev. D. 111, 014504 (2025).
Zemlevskiy, N. A. Scalable quantum simulations of scattering in scalar field theory on 120 qubits. Phys. Rev. D. 112, 034502 (2025).
Belyansky, R. et al. High-energy collision of quarks and mesons in the schwinger model: from tensor networks to circuit QED. Phys. Rev. Lett. 132, 091903 (2024).
Farrell, R. C., Illa, M. & Savage, M. J. Steps toward quantum simulations of hadronization and energy loss in dense matter. Phys. Rev. C. 111, 015202 (2025).
Bennewitz, E. R. et al. Simulating meson scattering on spin quantum simulators. Quantum. 9, 1773 (2025).
Davoudi, Z., Hsieh, C.-C. & Kadam, S. V. Scattering wave packets of hadrons in gauge theories: preparation on a quantum computer. Quantum. 8, 1520 (2024).
Jordan, S. P., Lee, K. S. M. & Preskill, J. Quantum computation of scattering in scalar quantum field theories. Quant. Inf. Comput. 14, 1014–1080 (2014).
Jordan, S. P., Lee, K. S. M. & Preskill, J. Quantum algorithms for quantum field theories. Science. 336, 1130–1133 (2012).
Rigobello, M., Notarnicola, S., Magnifico, G. & Montangero, S. Entanglement generation in (1+1)D QED scattering processes. Phys. Rev. D. 104, 114501 (2021).
Briceño, R. A. et al. Toward coherent quantum computation of scattering amplitudes with a measurement-based photonic quantum processor. Phys. Rev. Res. 6, 043065 (2024).
Milsted, A., Liu, J., Preskill, J. & Vidal, G. Collisions of false-vacuum bubble walls in a quantum spin chain. PRX Quantum. 3, 020316 (2022).
Bauer, C. W., Freytsis, M. & Nachman, B. Simulating collider physics on quantum computers using effective field theories. Phys. Rev. Lett. 127, 212001 (2021).
Gribov, I. V. N. Interaction of gamma quanta and electrons with nuclei at high energies. Conf. Proc. C. 6902–V1, 5–33 (1969).
Bjorken, J. D. & Kogut, J. B. Correspondence arguments for high-energy collisions. Phys. Rev. D. 8, 1341 (1973).
Frankfurt, L. L. & Strikman, M. I. Hard nuclear processes and microscopic nuclear structure. Phys. Rept. 160, 235–427 (1988).
Apolinário, L., Lee, Y.-J. & Winn, M. Heavy quarks and jets as probes of the QGP. Prog. Part. Nucl. Phys. 127, 103990 (2022).
Cao, S. & Wang, X.-N. Jet quenching and medium response in high-energy heavy-ion collisions: a review. Rept. Prog. Phys. 84, 024301 (2021).
Schwinger, J. S. On gauge invariance and vacuum polarization. Phys. Rev. 82, 664–679 (1951).
Coleman, S. R. The quantum Sine-Gordon equation as the massive Thirring model. Phys. Rev. D. 11, 2088 (1975).
Susskind, L. Lattice fermions. Phys. Rev. D. 16, 3031–3039 (1977).
Kogut, J. B. Three Lectures on Lattice Gauge Theory. In 8th International Summer Institute of Theoretical Physics: Many Degrees of Freedom in Particle Physics and Field Theory (Springer, 1976).
Kogut, J. B. & Susskind, L. Hamiltonian formulation of Wilson’s lattice gauge theories. Phys. Rev. D. 11, 395–408 (1975).
Jordan, P. & Wigner, E. P. About the Pauli exclusion principle. Z. Phys. 47, 631–651 (1928).
Hamer, C. J., Zheng, W. -h & Oitmaa, J. Series expansions for the massive Schwinger model in Hamiltonian lattice theory. Phys. Rev. D. 56, 55–67 (1997).
Banks, T., Susskind, L. & Kogut, J. B. Strong coupling calculations of lattice gauge theories: (1+1)-dimensional exercises. Phys. Rev. D. 13, 1043 (1976).
Fishman, M., White, S. R. & Stoudenmire, E. M. The ITensor Software Library for tensor network calculations. SciPost Phys. Codebases https://doi.org/10.21468/SciPostPhysCodeb.4 (2022).
White, S. R. Density-matrix algorithms for quantum renormalization groups. Phys. Rev. B. 48, 10345–10356 (1993).
White, S. R. Density matrix formulation for quantum renormalization groups. Phys. Rev. Lett. 69, 2863–2866 (1992).
Haegeman, J. et al. Time-dependent variational principle for quantum lattices. Phys. Rev. Lett. 107, 070601 (2011).
Haegeman, J., Lubich, C., Oseledets, I., Vandereycken, B. & Verstraete, F. Unifying time evolution and optimization with matrix product states. Phys. Rev. B. 94, 165116 (2016).
Barata, J. A., Du, X., Li, M., Qian, W. & Salgado, C. A. Medium induced jet broadening in a quantum computer. Phys. Rev. D. 106, 074013 (2022).
Barata, J. A., Du, X., Li, M., Qian, W. & Salgado, C. A. Quantum simulation of in-medium QCD jets: momentum broadening, gluon production, and entropy growth. Phys. Rev. D. 108, 056023 (2023).
Barata, J. A. & Salgado, C. A. A quantum strategy to compute the jet quenching parameter \(\widehat{q}\). Eur. Phys. J. C. 81, 862 (2021).
Qian, W., Li, M., Salgado, C. A. & Kreshchuk, M. Efficient quantum simulation of QCD jets on the light front. Phys. Rev. D. 111, 096001 (2025).
Wu, S., Du, W., Zhao, X. & Vary, J. P. Efficient and precise quantum simulation of ultrarelativistic quark-nucleus scattering. Phys. Rev. D. 110, 056044 (2024).
Li, M., Lappi, T. & Zhao, X. Scattering and gluon emission in a color field: a light-front Hamiltonian approach. Phys. Rev. D. 104, 056014 (2021).
Baier, R., Dokshitzer, Y. L., Mueller, A. H. & Schiff, D. Medium induced radiative energy loss: equivalence between the BDMPS and Zakharov formalisms. Nucl. Phys. B. 531, 403–425 (1998).
Zakharov, B. G. Radiative energy loss of high-energy quarks in finite size nuclear matter and quark-gluon plasma. JETP Lett. 65, 615–620 (1997).
Chandrasekharan, S. & Wiese, U. J. Quantum link models: a discrete approach to gauge theories. Nucl. Phys. B. 492, 455–474 (1997).
Zohar, E., Cirac, J. I. & Reznik, B. Quantum simulations of lattice gauge theories using ultracold atoms in optical lattices. Rept. Prog. Phys. 79, 014401 (2016).
Brower, R., Chandrasekharan, S. & Wiese, U. J. QCD as a quantum link model. Phys. Rev. D. 60, 094502 (1999).
Ercolessi, E., Facchi, P., Magnifico, G., Pascazio, S. & Pepe, F. V. Phase transitions in Zn gauge models: towards quantum simulations of the Schwinger-Weyl QED. Phys. Rev. D. 98, 074503 (2018).
Bañuls, M. C. et al. Simulating lattice gauge theories within quantum technologies. Eur. Phys. J. D. 74, 165 (2020).
Bañuls, M. C., Cichy, K., Cirac, J. I., Jansen, K. & Saito, H. Thermal evolution of the Schwinger model with matrix product operators. Phys. Rev. D. 92, 034519 (2015).
Meth, M. et al. Simulating two-dimensional lattice gauge theories on a qudit quantum computer. Nat. Phys. 21, 570–576 (2025).
Brennen, G. K., Pupillo, G., Rico, E., Stace, T. M. & Vodola, D. Loops and strings in a superconducting lattice gauge simulator. Phys. Rev. Lett. 117, 240504 (2016).
Araz, J. Y., Grau, M., Montgomery, J. & Ringer, F. Toward hybrid quantum simulations with qubits and qumodes on trapped-ion platforms. Phys. Rev. A. 112, 012620 (2025).
Acknowledgements
We are grateful to Giuliano Giacalone, Adrien Florio, David Frenklakh, Meijian Li, Swagato Mukherjee, Wenyang Qian, Carlos Salgado, Andrey Sadofyev, Enrico Speranza, and Raju Venugopalan for helpful discussions. This work has been partially funded by the Eric & Wendy Schmidt Fund for Strategic Innovation through the CERN Next Generation Triggers project under grant agreement number SIF-2023-004.
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The authors (J.B. and E.R.) contributed equally to this work, from providing the initial idea, numerical computations and writing the manuscript.
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Barata, J., Rico, E. Real-time simulation of jet energy loss and entropy production in high-energy scattering with matter. Commun Phys (2026). https://doi.org/10.1038/s42005-026-02586-8
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DOI: https://doi.org/10.1038/s42005-026-02586-8


