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Paper Citation Record · LEDGER

Interpretable and Equation-Free Response Theory for Complex Systems

As of 11 August 2026, this Paper Citation Record lists 100 of 124 outbound references and 3 inbound Pith citation observations for arXiv:2502.07908.

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2502.07908 v3

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measured 100 of 124 reference resolution

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Source: paper_references, paper_reference_links, observed 2026-08-06T16:19:28.060807Z

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Source: arxiv_reference, observed 2026-05-19T20:57:46.941196Z

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100 of 124 outbound references displayed

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Outbound references

Observation 0c2a98b2-ec71-4406-81f8-c1852b579b87 · outbound

This paper cites 1982 Stochastic processes: Time evolution, symmetries and linear response.Physics Reports88, 207 – 319.

Interpretable and Equation-Free Response Theory for Complex Systems 1982 Stochastic processes: Time evolution, symmetries and linear response.Physics Reports88, 207 – 319

Reference 1

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This paper cites 2013 An update on the nonequilibrium linear response.New Journal of Physics15, 013004.

Interpretable and Equation-Free Response Theory for Complex Systems 2013 An update on the nonequilibrium linear response.New Journal of Physics15, 013004

Reference 2

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This paper cites 2019 On the fluctuation-dissipation relation in non-equilibrium and non-Hamiltonian systems.Chaos29, 083132.

Interpretable and Equation-Free Response Theory for Complex Systems 2019 On the fluctuation-dissipation relation in non-equilibrium and non-Hamiltonian systems.Chaos29, 083132

Reference 3

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Observation af5341bc-53ff-4fc3-821e-aa70f3271ee4 · outbound

This paper cites 1966 The fluctuation-dissipation theorem.Reports on Progress in Physics29, 255–284.

Interpretable and Equation-Free Response Theory for Complex Systems 1966 The fluctuation-dissipation theorem.Reports on Progress in Physics29, 255–284

Reference 4

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This paper cites 2010 A simple framework to justify linear response theory.Nonlinearity 23, 909–922.

Interpretable and Equation-Free Response Theory for Complex Systems 2010 A simple framework to justify linear response theory.Nonlinearity 23, 909–922

Reference 5

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This paper cites 2008 Fluctuation–dissipation: response theory in statistical physics.Physics reports461, 111–195.

Interpretable and Equation-Free Response Theory for Complex Systems 2008 Fluctuation–dissipation: response theory in statistical physics.Physics reports461, 111–195

Reference 6

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Observation 431fbc40-e11d-4b59-ab1b-a8e977a1f813 · outbound

This paper cites 2014Stochastic Processes and Applicationsvol.

Interpretable and Equation-Free Response Theory for Complex Systems 2014Stochastic Processes and Applicationsvol

Reference 7

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Interpretable and Equation-Free Response Theory for Complex Systems Unresolved cited work

Reference 8

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This paper cites 2009 A review of linear response theory for general differentiable dynamical systems.Nonlinearity22, 855–870.

Interpretable and Equation-Free Response Theory for Complex Systems 2009 A review of linear response theory for general differentiable dynamical systems.Nonlinearity22, 855–870

Reference 9

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This paper cites 2006 Banach spaces adapted to Anosov systems.Ergodic Theory and Dynamical Systems26, 189–217.

Interpretable and Equation-Free Response Theory for Complex Systems 2006 Banach spaces adapted to Anosov systems.Ergodic Theory and Dynamical Systems26, 189–217

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This paper cites 2014 Linear response, or else.Proceedings of the International Congress of Mathematicians-Seoul3, 525–545.

Interpretable and Equation-Free Response Theory for Complex Systems 2014 Linear response, or else.Proceedings of the International Congress of Mathematicians-Seoul3, 525–545

Reference 11

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This paper cites 2017 Linear and fractional response for the SRB measure of smooth hyperbolic attractors and discontinuous observables.Nonlinearity30, 1204–1220.

Interpretable and Equation-Free Response Theory for Complex Systems 2017 Linear and fractional response for the SRB measure of smooth hyperbolic attractors and discontinuous observables.Nonlinearity30, 1204–1220

Reference 12

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This paper cites 1998 Nonequilibrium statistical mechanics near equilibrium: computing higher- order terms.Nonlinearity11, 5–18.

Interpretable and Equation-Free Response Theory for Complex Systems 1998 Nonequilibrium statistical mechanics near equilibrium: computing higher- order terms.Nonlinearity11, 5–18

Reference 13

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This paper cites 2008 Response theory for equilibrium and non-equilibrium statistical mechanics: Causality and generalized kramers-kronig relations.Journal of Statistical Physics131, 543–558.

Interpretable and Equation-Free Response Theory for Complex Systems 2008 Response theory for equilibrium and non-equilibrium statistical mechanics: Causality and generalized kramers-kronig relations.Journal of Statistical Physics131, 543–558

Reference 14

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Observation f4c7d8fa-8e18-4f3e-94b2-7e5250c32e32 · outbound

This paper cites 2009 Evidence of dispersion relations for the nonlinear response of the Lorenz 63 system.J.

Interpretable and Equation-Free Response Theory for Complex Systems 2009 Evidence of dispersion relations for the nonlinear response of the Lorenz 63 system.J

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Observation 445e8183-e1d7-4e21-a8fd-ed9f481ecf12 · outbound

This paper cites 2020 Ruelle-Pollicott Resonances of Stochastic Systems in Reduced State Space.

Interpretable and Equation-Free Response Theory for Complex Systems 2020 Ruelle-Pollicott Resonances of Stochastic Systems in Reduced State Space

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This paper cites 2022 On some aspects of the response to stochastic and deterministic forcings.Journal of Physics A: Mathematical and Theoretical55, 425002.

Interpretable and Equation-Free Response Theory for Complex Systems 2022 On some aspects of the response to stochastic and deterministic forcings.Journal of Physics A: Mathematical and Theoretical55, 425002

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This paper cites 2023 Theoretical tools for understanding the climate crisis from Hasselmann’s programme and beyond.Nature Reviews Physics.

Interpretable and Equation-Free Response Theory for Complex Systems 2023 Theoretical tools for understanding the climate crisis from Hasselmann’s programme and beyond.Nature Reviews Physics

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Observation a017e667-8851-4e07-82ef-87661f6527d4 · outbound

This paper cites 2005 Spectral Properties of Dynamical Systems, Model Reduction and Decompositions.Nonlinear Dynamics41, 309–325.

Interpretable and Equation-Free Response Theory for Complex Systems 2005 Spectral Properties of Dynamical Systems, Model Reduction and Decompositions.Nonlinear Dynamics41, 309–325

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Observation 6fc1cd62-b399-448a-b2b8-af6ba7c9b270 · outbound

This paper cites 2012 Applied Koopmanism.Chaos22, 047510, 33.

Interpretable and Equation-Free Response Theory for Complex Systems 2012 Applied Koopmanism.Chaos22, 047510, 33

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This paper cites 2016Dynamic Mode Decomposition: Data-Driven Modeling of Complex Systems.

Interpretable and Equation-Free Response Theory for Complex Systems 2016Dynamic Mode Decomposition: Data-Driven Modeling of Complex Systems

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This paper cites 2022Data-driven Science and Engineering: Machine Learning, Dynamical Systems, and Control.

Interpretable and Equation-Free Response Theory for Complex Systems 2022Data-driven Science and Engineering: Machine Learning, Dynamical Systems, and Control

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This paper cites 2018 Data-driven model reduction and transfer operator approximation.J.

Interpretable and Equation-Free Response Theory for Complex Systems 2018 Data-driven model reduction and transfer operator approximation.J

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This paper cites 2024 Chapter 4 - The multiverse of dynamic mode decomposition algorithms.

Interpretable and Equation-Free Response Theory for Complex Systems 2024 Chapter 4 - The multiverse of dynamic mode decomposition algorithms

Reference 24

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This paper cites Bridging the Gap between Koopmanism and Response Theory: Using Natural Variability to Predict Forced Response.

Interpretable and Equation-Free Response Theory for Complex Systems Bridging the Gap between Koopmanism and Response Theory: Using Natural Variability to Predict Forced Response

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This paper cites A General Framework for Linking Free and Forced Fluctuations via Koopmanism.

Interpretable and Equation-Free Response Theory for Complex Systems A General Framework for Linking Free and Forced Fluctuations via Koopmanism

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This paper cites 2024 Kolmogorov Modes and Linear Response of Jump- Diffusion Models: Applications to Stochastic Excitation of the ENSO Recharge Oscillator.

Interpretable and Equation-Free Response Theory for Complex Systems 2024 Kolmogorov Modes and Linear Response of Jump- Diffusion Models: Applications to Stochastic Excitation of the ENSO Recharge Oscillator

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This paper cites 1998Markov Chains.

Interpretable and Equation-Free Response Theory for Complex Systems 1998Markov Chains

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This paper cites 2000Introduction to Markov Chains.

Interpretable and Equation-Free Response Theory for Complex Systems 2000Introduction to Markov Chains

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Interpretable and Equation-Free Response Theory for Complex Systems 1970 Markov Partitions for Axiom A Diffeomorphisms.American Journal of Mathematics92, 725–747

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Observation 3220c42f-9d4d-4a0d-bd37-b3e409bc59b8 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2010 Markov Chains and Dynamical Systems: The Open System Point of View

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Observation 794a38a5-6951-4cbe-b0b8-38d28dfee066 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 1960A Collection of Mathematical Problems

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This paper cites 2000Positive Transfer Operators and Decay of Correlationsvol.

Interpretable and Equation-Free Response Theory for Complex Systems 2000Positive Transfer Operators and Decay of Correlationsvol

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Observation d19db3a5-0fc0-46ae-b6df-f897d16152e3 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 1998 Approximating physical invariant measures of mixing dynamical systems in higher dimensions.Nonlinear Analysis: Theory, Methods & Applications32, 831–860

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Observation d5241b56-15e2-485c-a5ef-ee5f5cec56b5 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2002 Finite approximations of Markov operators.Journal of Computational and Applied Mathematics147, 137–152

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source=pdf_text observed=2026-08-08T11:32:55.110227Z digest=sha256:2ffe6ed7d7a5d54c571c224553cec3113385e7cb6440982352e126706731c1c6

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source=pdf_text observed=2026-08-08T11:32:55.118684Z digest=sha256:e82a79323c3ce614dc2f9cbba5c6cd5418985bfe5a0603033d264904c52aa3a3

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source=pdf_text observed=2026-08-08T11:32:55.122957Z digest=sha256:6961ded4f9439c7e9ebedb91a379cd4f5c91074a474c71942de05c4169d63db3

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Observation 2a08216a-3ca9-4116-8954-bfc3f35cb237 · outbound

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Observation 01ce9831-5f2b-4eba-9ade-8807d5279d25 · outbound

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Observation 66ce2934-8dc2-4278-9c46-193b1bd481c6 · outbound

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Observation 2864e3ee-cfc3-4d95-be0a-0087bf1e977a · outbound

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source=pdf_text observed=2026-08-08T11:32:55.145072Z digest=sha256:c099e662188ed384404b5407a186212d0cd0374f3af8cd6a3f4c455bac75b4fb

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source=pdf_text observed=2026-08-08T11:32:55.150527Z digest=sha256:655b9bc56341c8d518c12eb41efa2f4f2e802d3797d85ca272a633dbfa27bca9

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source=pdf_text observed=2026-08-08T11:32:55.155133Z digest=sha256:89b26444e16b9acf18c4f01fe9c1170f5cb1bc3d764ca565e6796e53d6700a30

Observation 437887d4-e0fc-472d-9901-ba8c780cad4c · outbound

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Observation 12838648-6c5e-4ab8-809e-8334c331e78d · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2015Stochastic Parameterizing Manifolds and Non-Markovian Reduced Equations

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source=pdf_text observed=2026-08-08T11:32:55.168552Z digest=sha256:6b0bfed4f04c950089e77550b75510453f20da7a3929306d92a6c9ecb2e8ea2c

Observation 7c791f56-810b-4503-97f6-6fc5799b25cc · outbound

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source=pdf_text observed=2026-08-08T11:32:55.172947Z digest=sha256:d7845f3d79ee6875647117502fe2218fa961270ff28eb0877b0372fc0306f6c8

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source=pdf_text observed=2026-08-08T11:32:55.177493Z digest=sha256:e54c91f29617c44d5a8d6ed46e91eb900b084a3cab2ebd1856716880cf773540

Observation 71c8a325-1cc6-498e-958d-fe43691969ae · outbound

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source=pdf_text observed=2026-08-08T11:32:55.181629Z digest=sha256:e112b1d296925d384ca3f4561728de8546ad9db4a9f46d64d477539caab82ba1

Observation 7f9ffe75-1ec1-42d8-b09a-3d8a719918ce · outbound

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source=pdf_text observed=2026-08-08T11:32:55.185452Z digest=sha256:7d2055b72a6df727a234d1e5081629e69fd322303eb3b783642f52e3b9fe90eb

Observation 31db7604-da5e-4062-996f-a6f51d92c9d8 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems Drone-Based Antenna Measurement System with Optimized Positioning and ASPIRE-Based NF-FF Transformation

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source=pdf_text observed=2026-08-08T11:32:55.189430Z digest=sha256:c95b1ed840dde530a807b59eab5e512f15253bb7dbb0a1fe92fc1a63dfb9d0cb

Observation 482362db-18b3-47df-9b48-c5b03d580c8d · outbound

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source=pdf_text observed=2026-08-08T11:32:55.193820Z digest=sha256:b0364f339ea61ceed886e53adf714a34d4261ac0b3c4c7728963f779432a7ff8

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source=pdf_text observed=2026-08-08T11:32:55.198261Z digest=sha256:ad81b8e224d66e4e41a79aef8a3f805ee88818ba70b44dcc1b4b44171e55b2d1

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Observation cff99810-2041-4da4-97f6-91c4e3a7076d · outbound

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source=pdf_text observed=2026-08-08T11:32:55.210838Z digest=sha256:88e3335a17a6abb6d872959687485ab125ef7b4f73afa0f020b3daca890bea99

Observation 651413bd-4cd4-41b1-ac97-be4841afc6df · outbound

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source=pdf_text observed=2026-08-08T11:32:55.215280Z digest=sha256:f0a1ce168367579c9733f363853f7c567aadf1977ce39bfe80d55ae68857ee52

Observation 983a36aa-4cea-4b20-acc1-52d9dff41913 · outbound

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source=pdf_text observed=2026-08-08T11:32:55.219223Z digest=sha256:2620804df18096b19413c8e7969f62c3f07dff7f006ca897b399527a51619729

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source=pdf_text observed=2026-08-08T11:32:55.223132Z digest=sha256:50faff07e66477e9717999f9d35d2f3f94f4ed525680141d2c4683ecf915e146

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source=pdf_text observed=2026-08-08T11:32:55.226937Z digest=sha256:24b132aa007572fc6e2ecc055e270926c3342ba0c330b82843a3848c8497f0cb

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source=pdf_text observed=2026-08-08T11:32:55.231135Z digest=sha256:929a7604a23753ccd235bb5b14c64be0d294619dddcf36d0487afe2ee5946f97

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source=pdf_text observed=2026-08-08T11:32:55.249962Z digest=sha256:8ab6536ba301e476e9ab25385ae8bfbb39e9827064f3bd65d1b45a9596e4c7de

Observation 3011be0e-e7a6-4cfe-b738-a8f617489fe3 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems Unresolved cited work

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source=pdf_text observed=2026-08-08T11:32:55.255036Z digest=sha256:73a7f701bfe3ccafc91b441fe938fd7a86112f0735e2010943ebde861f705640

Observation ebad40da-153e-4118-8075-ae726bc2fc9e · outbound

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source=pdf_text observed=2026-08-08T11:32:55.259922Z digest=sha256:06dc90323d05fb26438928247c09561e22caa24f0047d2bd51f752c6ae836d12

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source=pdf_text observed=2026-08-08T11:32:55.264768Z digest=sha256:e730949c0a0ff30efb95ca7a3cc271c33d1e2eab273ba3c6213a79f53ef25925

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source=pdf_text observed=2026-08-08T11:32:55.269380Z digest=sha256:05bffea30f59a7e1d1243725a89f5b1fb06535c35f997894f22ca9bf1f04db92

Observation 94f8311d-c860-45f2-897b-1825d3b0ad9d · outbound

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source=pdf_text observed=2026-08-08T11:32:55.274071Z digest=sha256:3fdac62b6c7e97716f21a3a2e59222375a2523df58ef5b7ec0d82fe976f22a14

Observation 94c8aedd-225a-4491-b4c0-89420bab3bb0 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2018 Coding Prony’s method in MATLAB and applying it to biomedical signal filtering.BMC Bioinformatics19, 451

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Observation 269fff88-dbe4-43f2-8de0-5cff2c7e5e29 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 1973Non-negative matrices

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Observation c081612e-fe35-410a-a496-5f261cb46683 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2016 A Critical Account of Perturbation Analysis of Markov Chains.Markov Processes and Related Fields22, 227–266

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Observation a6b6097f-38df-4ea7-89ad-1eed5456a4a7 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2024 The Arsenal of Perturbation Bounds for Finite Continuous-Time Markov Chains: A Perspective.Mathematics12

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Observation 64a1d4ee-7d57-4e58-b9b1-2103742146dd · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2020 The physics of climate variability and climate change.Rev

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source=pdf_text observed=2026-08-08T11:32:55.297611Z digest=sha256:1ee56147d11cc3d9cdb64884d32e5dc739f462fd890b02333fa0439ecbd5879b

Observation a363a88a-b786-42d2-9592-a12a7b808a49 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2023 Theoretical tools for understanding the climate crisis from Hasselmann’s programme and beyond.Nature Reviews Physics5, 744–765

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Observation aeed8167-a181-4d09-8d4f-9c33edd6a712 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2008 Climate dynamics and fluid mechanics: Natural variability and related uncertainties.Physica D237, 2111–2126

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source=pdf_text observed=2026-08-08T11:32:55.307114Z digest=sha256:588c06d874d3e298679ebb6dba5cba1528d135eb91aaf6146c363de292271840

Observation 887de9f6-8aa6-430a-b0b8-03c4b01eacb9 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2011 Stochastic climate dynamics: Random attractors and time-dependent invariant measures.Physica D: Nonlinear Phenomena240, 1685–1700

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source=pdf_text observed=2026-08-08T11:32:55.311476Z digest=sha256:4c203946949c8039cd50d28d8b374590e1b5b1512ff972ce68230b5b862f0656

Observation d4dd8552-5fd9-4d3f-a481-737b9af3b3f9 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2011 A chaotically driven model climate: Extreme events and snapshot attractors.Nonlinear Processes in Geophysics18, 573–580

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Observation 13ce00d3-be07-4a00-9685-0df027e158e6 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2020 The Theory of Parallel Climate Realizations.Journal of Statistical Physics179, 1496–1530

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source=pdf_text observed=2026-08-08T11:32:55.319626Z digest=sha256:349bede1d2b7f7451b34dd12d9feecfc4c8218cdacbcf19585dd43b59d0378d6

Observation f950c3f8-b2cf-4325-a277-b3e640ee86e7 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2020 The Forced Response of the El Niño–Southern Oscillation–Indian Monsoon Teleconnection in Ensembles of Earth System Models.Journal of Climate33, 2163 – 2182

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source=pdf_text observed=2026-08-08T11:32:55.323573Z digest=sha256:27c4a8dad8080d90796578145aad68e0c15a9be7573baab189c02429a9f3a2e6

Observation 0499d4e0-21f9-49a9-8799-e0abcacbf730 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 1989The Fokker-Planck Equation

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source=pdf_text observed=2026-08-08T11:32:55.327465Z digest=sha256:88be6e6ce9573fdb15546dab1f65b65606670af35e198ec69ccaa5ebe00c7e83

Observation 35579d9e-867f-4d37-ba22-776be6a24e57 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2012 Convergence to equilibrium in Wasserstein distance for Fokker–Planck equations.Journal of Functional Analysis263, 2430–2457

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source=pdf_text observed=2026-08-08T11:32:55.331542Z digest=sha256:bf4c8d5694ad6a93949b32c28fe6b5218fc2ff5e7e4bfbe06d9ccd424d20b6ff

Observation df2f3958-2499-4113-8868-fb27f025adb6 · outbound

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source=pdf_text observed=2026-08-08T11:32:55.335475Z digest=sha256:9cb59d54686629e89244c1c732b572bf9976166c2a57108a910337274b6ddc92

Observation a26dc69d-5f7e-4e3f-8b97-7b37f9f731c3 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2017 Fluctuations, response, and resonances in a simple atmospheric model.Physica D: Nonlinear Phenomena349, 62–76

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Observation 2058238b-3bdb-480b-8d80-4cb62979ff8b · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2014 Improving the approximation ability of Volterra series identified with a cross- correlation method.Nonlinear Dynamics78, 2861–2869

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source=pdf_text observed=2026-08-08T11:32:55.343129Z digest=sha256:34ad866fbbc43b11339fa074f76bc22c4e87dcb6bbab02d4fe47b22e636b4f26

Observation 58346656-1b37-40d6-ae29-0d7f6ca34204 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 1994 Calculation of the Volterra kernels of non-linear dynamic systems using an artificial neural network.Biological Cybernetics71, 187–195

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Observation f2415f57-50a3-40b7-8fa5-65d062f32ea6 · outbound

This paper cites an unresolved cited work.

Interpretable and Equation-Free Response Theory for Complex Systems Unresolved cited work

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Observation 9be2872f-e92f-434f-9dd3-defb5e94d6f5 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2013 Forward and adjoint sensitivity computation of chaotic dynamical systems

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Observation 7a656d80-b9c2-4b23-bbd6-627c1c3db1e3 · outbound

This paper cites A computable realization of Ruelle's formula for linear response of statistics in chaotic systems.

Interpretable and Equation-Free Response Theory for Complex Systems A computable realization of Ruelle's formula for linear response of statistics in chaotic systems

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Observation a30ba16c-0e4e-4d41-876a-204c80804c16 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2023 Fast Adjoint Algorithm for Linear Responses of Hyperbolic Chaos.SIAM Journal on Applied Dynamical Systems22, 2792–2824

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source=pdf_text observed=2026-08-08T11:32:55.363666Z digest=sha256:2481f03bcd13f019236d9a206354bdc1e11477bb298daaeff08d101d9c55b134

Observation 79e28a53-7416-413c-9103-004cebdf13e9 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2024 Equivariant Divergence Formula for Hyperbolic Chaotic Flows.Journal of Statistical Physics191

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Observation abae2424-384b-4bcb-84d5-c0869e052385 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2024 Response Theory via Generative Score Modeling.Phys

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Observation 66abd7ce-442d-489d-97af-cfed0819f499 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2016 A new framework for climate sensitivity and prediction: a modelling perspective.Climate Dynamics46, 1459–1471

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source=pdf_text observed=2026-08-08T11:32:55.375368Z digest=sha256:c2d65713616c61a98a36bd701fc0c247f17c8684b0439432a1c6b7d778c7e5a5

Observation fba844dd-1936-45df-a548-047d881cdecc · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2017 Predicting Climate Change Using Response Theory: Global Averages and Spatial Patterns.Journal of Statistical Physics166, 1036–1064

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Observation 63bc1568-556f-4efc-8fe5-578aaa8fd804 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2020 Beyond Forcing Scenarios: Predicting Climate Change through Response Operators in a Coupled General Circulation Model.Scientific Reports10,

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source=pdf_text observed=2026-08-08T11:32:55.384696Z digest=sha256:ea1dffa29deae9906f15c2e65a676345b38fd8bdecb2690b16f19b000d392a31

Observation 83411444-a012-47f5-94c3-df112c08b55d · outbound

This paper cites 2024MATLAB version 24.1.0.2537033 (R2024a).

Interpretable and Equation-Free Response Theory for Complex Systems 2024MATLAB version 24.1.0.2537033 (R2024a)

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source=pdf_text observed=2026-08-08T11:32:55.393907Z digest=sha256:00c48646d08c45b39e5dfb5a9e9785029e29e97910a39e55d78c4d02aeb3c84b

Observation d268775a-191d-4926-8501-1330b4f3d7f3 · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2017 Julia: A Fresh Approach to Numerical Computing.SIAM Review59, 65–98

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Observation ad140439-8d72-4bf2-90d0-cf794a66fe9c · outbound

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Interpretable and Equation-Free Response Theory for Complex Systems 2023Python 3.12.1 Documentation

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source=pdf_text observed=2026-08-08T11:32:55.403269Z digest=sha256:1403e2a77bed4bfa8e0f92098ea0ffbc5a49fdec07492ed151c427d91dafad81

Pith citing papers

Observation c03c387b-9c10-468e-aaf5-7815bb7a96a9 · inbound

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Markov matrix perturbations to optimize dynamical and entropy functionals Interpretable and Equation-Free Response Theory for Complex Systems

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source=pdf_text observed=2026-08-06T16:19:28.060807Z digest=sha256:4bf069b027698005ad1f98986e157a2600534de5a533d92f6109ba8a97a7042f

Observation a586ee19-d2ce-46fa-9db9-5e0b5f13ee04 · inbound

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Reduced-Order Modeling of Cyclo-Stationary Time Series Using Score-Based Generative Methods Interpretable and Equation-Free Response Theory for Complex Systems

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source=pdf_text observed=2026-08-05T15:56:03.481902Z digest=sha256:54a90409b14d2f436747c0ef05a2c159708edbf521bc63bb330dfade68b9e2b9

Observation f7d1d7b3-c249-4777-af55-5e0855564096 · inbound

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Data-driven analysis of metastability in a stochastic bistable system Interpretable and Equation-Free Response Theory for Complex Systems

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arxiv_id, observed 2026-06-30T03:17:04.136647Z

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