- Open Access
Quantum transport in disordered spin networks: Emergent timescales and competing pathways
Phys. Rev. Research 8, 043156 – Published 12 November, 2026
DOI: https://doi.org/10.1103/znwb-71hy
Abstract
Quantum transport in disordered systems poses intriguing fundamental questions, such as the interplay of disorder, interactions, and decoherence, and has attracted significant interest. These fundamental aspects also have important implications in real-world scenarios, such as energy transfer in nanoscale systems (e.g., light-harvesting complexes) and quantum information transfer. This large body of work spanning broad research areas in physics, chemistry, and nanotechnology has led to major insights and advances, yet open questions remain, namely, in terms of the emergence of multiple timescales observed in the dynamics of such systems. Here, we investigate the emergence of multiple transport timescales in the dissipative dynamics of a spin impurity coupled to a small, spatially disordered network of spins. Using a two-dimensional tight-binding model with dipolar interactions and local dephasing, we demonstrate that geometric heterogeneity leads to hierarchical coupling strengths. This results in pronounced separation of dynamical timescales, far beyond those expected in homogeneous environments. By analyzing different metrics for dynamics, we identify distinct relaxation timescales associated with cluster-level equilibration and global equilibration. A minimal three-site model reveals the physical origin of the longest timescale: Strong internal hybridization generates an effective detuning that suppresses transfer to other weakly coupled sites, yielding a parametrically enhanced relaxation time in the weak dephasing regime. We corroborate this picture with nonequilibrium steady-state transport calculations and extensive simulations of disordered spin configurations, demonstrating orders-of-magnitude slowing of relaxation when hierarchical couplings are present. Our results highlight the central role of geometry and connectivity in spin networks and open quantum systems in general, and provide experimentally relevant predictions for relaxation times in small spin baths.
Physics Subject Headings (PhySH)
Article Text
References (113)
- C. Creatore, M. A. Parker, S. Emmott, and A. W. Chin, Efficient biologically inspired photocell enhanced by delocalized quantum states, Phys. Rev. Lett. 111, 253601 (2013).
- A. Fruchtman, R. Gómez-Bombarelli, B. W. Lovett, and E. M. Gauger, Photocell optimization using dark state protection, Phys. Rev. Lett. 117, 203603 (2016).
- A. De Sio and C. Lienau, Vibronic coupling in organic semiconductors for photovoltaics, Phys. Chem. Chem. Phys. 19, 18813 (2017).
- D. M. Rouse, E. M. Gauger, and B. W. Lovett, Optimal power generation using dark states in dimers strongly coupled to their environment, New J. Phys. 21, 063025 (2019).
- N. Cavassilas, D. Suchet, A. Delamarre, J.-F. Guillemoles, F. Michelini, M. Bescond, and M. Lannoo, Optimized operation of quantum-dot intermediate-band solar cells deduced from electronic transport modeling, Phys. Rev. Appl. 13, 044035 (2020).
- L. Hu and A. Mandelis, Advanced characterization methods of carrier transport in quantum dot photovoltaic solar cells, J. Appl. Phys. 129, 091101 (2021).
- S. Bose, Quantum communication through an unmodulated spin chain, Phys. Rev. Lett. 91, 207901 (2003).
- R. J. Chapman, M. Santandrea, Z. Huang, G. Corrielli, A. Crespi, M.-H. Yung, R. Osellame, and A. Peruzzo, Experimental perfect quantum state transfer, Nat. Commun. 7, 11339 (2016).
- X. Li, Y. Ma, J. Han, T. Chen, Y. Xu, W. Cai, H. Wang, Y. Song, Z.-Y. Xue, Z.-Q. Yin, and L. Sun, Perfect quantum state transfer in a superconducting qubit chain with parametrically tunable couplings, Phys. Rev. Appl. 10, 054009 (2018).
- M. Mohseni, P. Rebentrost, S. Lloyd, and A. Aspuru-Guzik, Environment-assisted quantum walks in photosynthetic energy transfer, J. Chem. Phys. 129, 174106 (2008).
- M. B. Plenio and S. F. Huelga, Dephasing-assisted transport: Quantum networks and biomolecules, New J. Phys. 10, 113019 (2008).
- F. Caruso, A. W. Chin, A. Datta, S. F. Huelga, and M. B. Plenio, Highly efficient energy excitation transfer in light-harvesting complexes: The fundamental role of noise-assisted transport, J. Chem. Phys. 131, 105106 (2009).
- A. W. Chin, A. Datta, F. Caruso, S. F. Huelga, and M. B. Plenio, Noise-assisted energy transfer in quantum networks and light-harvesting complexes, New J. Phys. 12, 065002 (2010).
- A. W. Chin, S. F. Huelga, and M. B. Plenio, Coherence and decoherence in biological systems: Principles of noise-assisted transport and the origin of long-lived coherences, Philos. Trans. R. Soc. A 370, 3638 (2012).
- J. Wu, R. J. Silbey, and J. Cao, Generic mechanism of optimal energy transfer efficiency: A scaling theory of the mean first-passage time in exciton systems, Phys. Rev. Lett. 110, 200402 (2013).
- A. Mattioni, F. Caycedo-Soler, S. F. Huelga, and M. B. Plenio, Design principles for long-range energy transfer at room temperature, Phys. Rev. X 11, 041003 (2021).
- M. Mohseni, A. Shabani, S. Lloyd, and H. Rabitz, Energy-scales convergence for optimal and robust quantum transport in photosynthetic complexes, J. Chem. Phys. 140, 035102 (2014).
- N. Trautmann and P. Hauke, Trapped-ion quantum simulation of excitation transport: Disordered, noisy, and long-range connected quantum networks, Phys. Rev. A 97, 023606 (2018).
- E. Zerah-Harush and Y. Dubi, Universal origin for environment-assisted quantum transport in exciton transfer networks, J. Phys. Chem. Lett. 9, 1689 (2018).
- E. Zerah-Harush and Y. Dubi, Effects of disorder and interactions in environment assisted quantum transport, Phys. Rev. Res. 2, 023294 (2020).
- M. Cygorek, M. Cosacchi, A. Vagov, V. M. Axt, B. W. Lovett, J. Keeling, and E. M. Gauger, Simulation of open quantum systems by automated compression of arbitrary environments, Nat. Phys. 18, 662 (2022).
- A. Kurt, M. A. C. Rossi, and J. Piilo, Quantum transport efficiency in noisy random-removal and small-world networks, J. Phys. A: Math. Theor. 56, 145301 (2023).
- J. Cao and R. J. Silbey, Optimization of exciton trapping in energy transfer processes, J. Phys. Chem. A 113, 13825 (2009).
- M. Lawrence, M. Pocrnic, E. Fung, J. Carrasquilla, E. M. Gauger, and D. Segal, Discovery of energy landscapes toward optimized quantum transport: Environmental effects and long-range tunneling, Phys. Rev. Res. 8, 013163 (2026).
- P. Rebentrost, M. Mohseni, I. Kassal, S. Lloyd, and A. Aspuru-Guzik, Environment-assisted quantum transport, New J. Phys. 11, 033003 (2009).
- A. R. Coates, B. W. Lovett, and E. M. Gauger, Localisation determines the optimal noise rate for quantum transport, New J. Phys. 23, 123014 (2021).
- A. R. Coates, B. W. Lovett, and E. M. Gauger, From Goldilocks to twin peaks: Multiple optimal regimes for quantum transport in disordered networks, Phys. Chem. Chem. Phys. 25, 10103 (2023).
- M. Lawrence, E. Wang, and D. Segal, Design principles for enhanced quantum transport with site-dependent noise, Phys. Rev. B 114, 034210 (2026).
- C. Zu, F. Machado, B. Ye, S. Choi, B. Kobrin, T. Mittiga, S. Hsieh, P. Bhattacharyya, M. Markham, D. Twitchen, A. Jarmola, D. Budker, C. R. Laumann, J. E. Moore, and N. Y. Yao, Emergent hydrodynamics in a strongly interacting dipolar spin ensemble, Nature (London) 597, 45 (2021).
- Y. Cho, D. Jasrasaria, K. G. Ray, D. M. Tennant, V. Lordi, J. L. DuBois, and Y. J. Rosen, Simulating noise on a quantum processor: Interactions between a qubit and resonant two-level system bath, Quantum Sci. Technol. 8, 045023 (2023).
- H.-P. Breuer and F. Petruccione, Decoherence, in The Theory of Open Quantum Systems (Oxford University Press, Oxford, 2007), pp. 219–282.
- A. Nitzan, Chemical Dynamics in Condensed Phases: Relaxation, Transfer, and Reactions in Condensed Molecular Systems, Oxford Graduate Texts (Oxford University Press, Oxford, 2013).
- D. Manzano, A short introduction to the Lindblad master equation, AIP Adv. 10, 025106 (2020).
- A. Rivas and S. F. Huelga, Open Quantum Systems: An Introduction, 1st ed., SpringerBriefs in Physics (Springer, Berlin, 2011), p. 97.
- Z. Cai and T. Barthel, Algebraic versus exponential decoherence in dissipative many-particle systems, Phys. Rev. Lett. 111, 150403 (2013).
- L. Bonnes, D. Charrier, and A. M. Läuchli, Dynamical and steady-state properties of a Bose-Hubbard chain with bond dissipation: A study based on matrix product operators, Phys. Rev. A 90, 033612 (2014).
- M. Žnidarič, Relaxation times of dissipative many-body quantum systems, Phys. Rev. E 92, 042143 (2015).
- T. Mori and T. Shirai, Resolving a discrepancy between Liouvillian gap and relaxation time in boundary-dissipated quantum many-body systems, Phys. Rev. Lett. 125, 230604 (2020).
- T. Mori and T. Shirai, Symmetrized Liouvillian gap in Markovian open quantum systems, Phys. Rev. Lett. 130, 230404 (2023).
- D.-W. Xiao and C. Chen, Metastability in the dissipative quantum Rabi model, Phys. Rev. A 113, 013735 (2026).
- B. Zhou, X. Wang, and S. Chen, Exponential size scaling of the Liouvillian gap in boundary-dissipated systems with Anderson localization, Phys. Rev. B 106, 064203 (2022).
- Y.-N. Zhou, Universal predictors for mixing time more than Liouvillian gap, arXiv:2601.06256.
- E. M. Kessler, G. Giedke, A. Imamoglu, S. F. Yelin, M. D. Lukin, and J. I. Cirac, Dissipative phase transition in a central spin system, Phys. Rev. A 86, 012116 (2012).
- M. Fitzpatrick, N. M. Sundaresan, A. C. Y. Li, J. Koch, and A. A. Houck, Observation of a dissipative phase transition in a one-dimensional circuit QED lattice, Phys. Rev. X 7, 011016 (2017).
- F. Minganti, A. Biella, N. Bartolo, and C. Ciuti, Spectral theory of Liouvillians for dissipative phase transitions, Phys. Rev. A 98, 042118 (2018).
- T. Haga, Oscillating-mode gap: An indicator of phase transitions in open quantum many-body systems, Phys. Rev. B 110, 104303 (2024).
- T. Mori, Liouvillian-gap analysis of open quantum many-body systems in the weak dissipation limit, Phys. Rev. B 109, 064311 (2024).
- T. Fink, A. Schade, S. Höfling, C. Schneider, and A. Imamoglu, Signatures of a dissipative phase transition in photon correlation measurements, Nat. Phys. 14, 365 (2018).
- J. T. Young, A. V. Gorshkov, M. Foss-Feig, and M. F. Maghrebi, Nonequilibrium fixed points of coupled Ising models, Phys. Rev. X 10, 011039 (2020).
- N. Shibata and H. Katsura, Dissipative spin chain as a non-Hermitian Kitaev ladder, Phys. Rev. B 99, 174303 (2019).
- K. Wang, F. Piazza, and D. J. Luitz, Hierarchy of relaxation timescales in local random Liouvillians, Phys. Rev. Lett. 124, 100604 (2020).
- N. D. Hartmann, J. L. Li, and D. J. Luitz, Fate of dissipative hierarchy of timescales in the presence of unitary dynamics, Phys. Rev. B 109, 054203 (2024).
- O. E. Sommer, F. Piazza, and D. J. Luitz, Many-body hierarchy of dissipative timescales in a quantum computer, Phys. Rev. Res. 3, 023190 (2021).
- T. Haga, M. Nakagawa, R. Hamazaki, and M. Ueda, Quasiparticles of decoherence processes in open quantum many-body systems: Incoherentons, Phys. Rev. Res. 5, 043225 (2023).
- F. Ares, P. Calabrese, and S. Murciano, The quantum Mpemba effects, Nat. Rev. Phys. 7, 451 (2025).
- L. K. Joshi, J. Franke, A. Rath, F. Ares, S. Murciano, F. Kranzl, R. Blatt, P. Zoller, B. Vermersch, P. Calabrese, C. F. Roos, and M. K. Joshi, Observing the quantum Mpemba effect in quantum simulations, Phys. Rev. Lett. 133, 010402 (2024).
- J. Zhang, G. Xia, C.-W. Wu, T. Chen, Q. Zhang, Y. Xie, W.-B. Su, W. Wu, C.-W. Qiu, P.-X. Chen, W. Li, H. Jing, and Y.-L. Zhou, Observation of quantum strong Mpemba effect, Nat. Commun. 16, 301 (2025).
- D. Liu, J. Yuan, H. Ruan, Y. Xu, S. Luo, J. He, X. He, Y. Ma, and J. Wang, Speeding up quantum heat engines by the Mpemba effect, Phys. Rev. A 110, 042218 (2024).
- I. Medina, O. Culhane, F. C. Binder, G. T. Landi, and J. Goold, Anomalous discharging of quantum batteries: The ergotropic Mpemba effect, Phys. Rev. Lett. 134, 220402 (2025).
- A. K. Chatterjee, S. Takada, and H. Hayakawa, Multiple quantum Mpemba effect: Exceptional points and oscillations, Phys. Rev. A 110, 022213 (2024).
- A. K. Chatterjee, S. Takada, and H. Hayakawa, Quantum Mpemba effect in a quantum dot with reservoirs, Phys. Rev. Lett. 131, 080402 (2023).
- X. Wang and J. Wang, Mpemba effects in nonequilibrium open quantum systems, Phys. Rev. Res. 6, 033330 (2024).
- S. Longhi, Quantum Mpemba effect from non-normal dynamics, Entropy 27, 581 (2025).
- P. Calabrese, The quantum Mpemba effect in closed systems: From theory to experiment, J. Stat. Mech. (2026) 034002.
- W. Ma and J. Liu, Quantum Mpemba effect in parity-time symmetric systems, Phys. Rev. B 112, 214310 (2025).
- Y.-H. Yu, T.-R. Jin, L. Zhang, K. Xu, and H. Fan, Tuning the quantum Mpemba effect in an isolated system by initial-state engineering, Phys. Rev. B 112, 094315 (2025).
- Y. Li, W. Li, and X. Li, Ergotropic Mpemba effect in non-Markovian quantum systems, Phys. Rev. A 112, 032209 (2025).
- T. V. Tscherbul and P. Brumer, Long-lived quasistationary coherences in a V-type system driven by incoherent light, Phys. Rev. Lett. 113, 113601 (2014).
- T. V. Tscherbul and P. Brumer, Partial secular Bloch-Redfield master equation for incoherent excitation of multilevel quantum systems, J. Chem. Phys. 142, 104107 (2015).
- M. Merkli, H. Song, and G. P. Berman, Multiscale dynamics of open three-level quantum systems with two quasi-degenerate levels, J. Phys. A: Math. Theor. 48, 275304 (2015).
- A. Dodin, T. V. Tscherbul, and P. Brumer, Quantum dynamics of incoherently driven V-type systems: Analytic solutions beyond the secular approximation, J. Chem. Phys. 144, 244108 (2016).
- M. Gerry, M. J. Kewming, and D. Segal, Understanding multiple timescales in quantum dissipative dynamics: Insights from quantum trajectories, Phys. Rev. Res. 6, 033106 (2024).
- F. Ivander, N. Anto-Sztrikacs, and D. Segal, Hyperacceleration of quantum thermalization dynamics by bypassing long-lived coherences: An analytical treatment, Phys. Rev. E 108, 014130 (2023).
- B. Min, M. Gerry, and D. Segal, Separation of relaxation timescales via strong system-bath coupling: Dissipative three-level system as a case study, Phys. Rev. A 112, 062226 (2025).
- A. Stewart-Bozzo, J. Garwoła, B. Min, and D. Segal, Hierarchical separation of relaxation timescales from spectral localization bounds, New J. Phys. 28, 094508 (2026).
- Y.-N. Zhou, L. Mao, and H. Zhai, Rényi entropy dynamics and Lindblad spectrum for open quantum systems, Phys. Rev. Res. 3, 043060 (2021).
- S. Davidson, F. A. Pollock, and E. Gauger, Eliminating radiative losses in long-range exciton transport, PRX Quantum 3, 020354 (2022).
- P. W. Anderson, Absence of diffusion in certain random lattices, Phys. Rev. 109, 1492 (1958).
- F. Evers and A. D. Mirlin, Anderson transitions, Rev. Mod. Phys. 80, 1355 (2008).
- T. Schwartz, G. Bartal, S. Fishman, and M. Segev, Transport and Anderson localization in disordered two-dimensional photonic lattices, Nature (London) 446, 52 (2007).
- N. C. Harris, G. R. Steinbrecher, M. Prabhu, Y. Lahini, J. Mower, D. Bunandar, C. Chen, F. N. C. Wong, T. Baehr-Jones, M. Hochberg, S. Lloyd, and D. Englund, Quantum transport simulations in a programmable nanophotonic processor, Nat. Photon. 11, 447 (2017).
- J.-y. Choi, S. Hild, J. Zeiher, P. Schauß, A. Rubio-Abadal, T. Yefsah, V. Khemani, D. A. Huse, I. Bloch, and C. Gross, Exploring the many-body localization transition in two dimensions, Science 352, 1547 (2016).
- J. Billy, V. Josse, Z. Zuo, A. Bernard, B. Hambrecht, P. Lugan, D. Clément, L. Sanchez-Palencia, P. Bouyer, and A. Aspect, Direct observation of Anderson localization of matter waves in a controlled disorder, Nature (London) 453, 891 (2008).
- G. Roati, C. D’Errico, L. Fallani, M. Fattori, C. Fort, M. Zaccanti, G. Modugno, M. Modugno, and M. Inguscio, Anderson localization of a non-interacting Bose–Einstein condensate, Nature (London) 453, 895 (2008).
- J. A. Kjäll, J. H. Bardarson, and F. Pollmann, Many-body localization in a disordered quantum Ising chain, Phys. Rev. Lett. 113, 107204 (2014).
- D. J. Luitz, F. M. C. Huveneers, and W. De Roeck, How a small quantum bath can thermalize long localized chains, Phys. Rev. Lett. 119, 150602 (2017).
- P. Bordia, H. Lüschen, S. Scherg, S. Gopalakrishnan, M. Knap, U. Schneider, and I. Bloch, Probing slow relaxation and many-body localization in two-dimensional quasiperiodic systems, Phys. Rev. X 7, 041047 (2017).
- D. A. Abanin, E. Altman, I. Bloch, and M. Serbyn, Colloquium: Many-body localization, thermalization, and entanglement, Rev. Mod. Phys. 91, 021001 (2019).
- D. A. Huse, R. Nandkishore, and V. Oganesyan, Phenomenology of fully many-body-localized systems, Phys. Rev. B 90, 174202 (2014).
- S. Gopalakrishnan, K. Agarwal, E. A. Demler, D. A. Huse, and M. Knap, Griffiths effects and slow dynamics in nearly many-body localized systems, Phys. Rev. B 93, 134206 (2016).
- V. Dobrovitski, G. Fuchs, A. Falk, C. Santori, and D. Awschalom, Quantum control over single spins in diamond, Annu. Rev. Condens. Matter Phys. 4, 23 (2013).
- G. de Lange, Z. H. Wang, D. Ristè, V. V. Dobrovitski, and R. Hanson, Universal dynamical decoupling of a single solid-state spin from a spin bath, Science 330, 60 (2010).
- C. A. Ryan, J. S. Hodges, and D. G. Cory, Robust decoupling techniques to extend quantum coherence in diamond, Phys. Rev. Lett. 105, 200402 (2010).
- B. Naydenov, F. Dolde, L. T. Hall, C. Shin, H. Fedder, L. C. L. Hollenberg, F. Jelezko, and J. Wrachtrup, Dynamical decoupling of a single-electron spin at room temperature, Phys. Rev. B 83, 081201(R) (2011).
- G. Balasubramanian, I. Y. Chan, R. Kolesov, M. Al-Hmoud, J. Tisler, C. Shin, C. Kim, A. Wojcik, P. R. Hemmer, A. Krueger, T. Hanke, A. Leitenstorfer, R. Bratschitsch, F. Jelezko, and J. Wrachtrup, Nanoscale imaging magnetometry with diamond spins under ambient conditions, Nature (London) 455, 648 (2008).
- P. Neumann, N. Mizuochi, F. Rempp, P. Hemmer, H. Watanabe, S. Yamasaki, V. Jacques, T. Gaebel, F. Jelezko, and J. Wrachtrup, Multipartite entanglement among single spins in diamond, Science 320, 1326 (2008).
- H. Bernien, B. Hensen, W. Pfaff, G. Koolstra, M. S. Blok, L. Robledo, T. H. Taminiau, M. Markham, D. J. Twitchen, L. Childress, and R. Hanson, Heralded entanglement between solid-state qubits separated by three metres, Nature (London) 497, 86 (2013).
- M. Brenes, B. Min, N. Anto-Sztrikacs, N. Bar-Gill, and D. Segal, Bath-induced interactions and transient dynamics in open quantum systems at strong coupling: Effective Hamiltonian approach, J. Chem. Phys. 160, 244106 (2024).
- N. Bar-Gill, L. M. Pham, C. Belthangady, D. Le Sage, P. Cappellaro, J. R. Maze, M. D. Lukin, A. Yacoby, and R. Walsworth, Suppression of spin-bath dynamics for improved coherence of multi-spin-qubit systems, Nat. Commun. 3, 858 (2012).
- N. Bar-Gill, L. M. Pham, A. Jarmola, D. Budker, and R. L. Walsworth, Solid-state electronic spin coherence time approaching one second, Nat. Commun. 4, 1743 (2013).
- L. M. Pham, N. Bar-Gill, C. Belthangady, D. Le Sage, P. Cappellaro, M. D. Lukin, A. Yacoby, and R. L. Walsworth, Enhanced solid-state multispin metrology using dynamical decoupling, Phys. Rev. B 86, 045214 (2012).
- Y. Romach, C. Müller, T. Unden, L. J. Rogers, T. Isoda, K. M. Itoh, M. Markham, A. Stacey, J. Meijer, S. Pezzagna, B. Naydenov, L. P. McGuinness, N. Bar-Gill, and F. Jelezko, Spectroscopy of surface-induced noise using shallow spins in diamond, Phys. Rev. Lett. 114, 017601 (2015).
- D. Farfurnik, A. Jarmola, L. M. Pham, Z. H. Wang, V. V. Dobrovitski, R. L. Walsworth, D. Budker, and N. Bar-Gill, Optimizing a dynamical decoupling protocol for solid-state electronic spin ensembles in diamond, Phys. Rev. B 92, 060301(R) (2015).
- C. Belthangady, N. Bar-Gill, L. M. Pham, K. Arai, D. Le Sage, P. Cappellaro, and R. L. Walsworth, Dressed-state resonant coupling between bright and dark spins in diamond, Phys. Rev. Lett. 110, 157601 (2013).
- O. Lehtinen, B. Naydenov, P. Börner, K. Melentjevic, C. Müller, L. P. McGuinness, S. Pezzagna, J. Meijer, U. Kaiser, and F. Jelezko, Molecular dynamics simulations of shallow nitrogen and silicon implantation into diamond, Phys. Rev. B 93, 035202 (2016).
- M. A. Nielsen and I. L. Chuang, Quantum Computation and Quantum Information (Cambridge University Press, Cambridge, 2000).
- N. Kalantar and D. Segal, On the relationship between the mean first-passage time and the steady state transfer rate in classical chains, J. Phys. Chem. C 123, 1021 (2019).
- J. Liu and D. Segal, Interplay of direct and indirect charge-transfer pathways in donor–bridge–acceptor systems, J. Phys. Chem. B 123, 6099 (2019).
- M. van Horssen, E. Levi, and J. P. Garrahan, Dynamics of many-body localization in a translation-invariant quantum glass model, Phys. Rev. B 92, 100305(R) (2015).
- C. M. Selco, C. Bengs, C. Shah, Z. Zhang, and A. Ajoy, Emergent decoherence dynamics in doubly disordered spin networks, Phys. Rev. Lett. 137, 070803 (2026).
- C. M. Selco, C. Bengs, and A. Ajoy, Continuous-time random walk description of anomalous spin transport in dilute dipolar networks, J. Chem. Phys. 165, 104107 (2026).
- R. Nevo, B. Min, M. Lawrence, D. Segal, and N. Bar-Gill, Disordered-spin-network-relaxation-data, GitHub repository, 2026, https://github.com/roinevo/disordered-spin-network-relaxation-data.
- Wolfram Research, Inc., Mathematica, Version 14.1 (Wolfram Research, Inc., Champaign, IL, 2024).