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Paper Citation Record · LEDGER

Interpretable and Equation-Free Response Theory for Complex Systems

As of 8 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: 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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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

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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

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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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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

Reference 15

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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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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

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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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This paper cites 1970 Markov Partitions for Axiom A Diffeomorphisms.American Journal of Mathematics92, 725–747.

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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This paper cites 2010 Markov Chains and Dynamical Systems: The Open System Point of View.

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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This paper cites 1960A Collection of Mathematical Problems.

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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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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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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Observation 2771073c-73dc-420d-9285-da562347a226 · outbound

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source=pdf_text observed=2026-08-08T11:32:55.145072Z digest=sha256:cd50911678276a012302e0196330f1846cb2a841204f4445b3ae0f4e865cad26

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source=pdf_text observed=2026-08-08T11:32:55.150527Z digest=sha256:14554aa288ee76ff8fefeb06ea2d49a0c7943323243183bf557822182bd6e071

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

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

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

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

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source=pdf_text observed=2026-08-08T11:32:55.189430Z digest=sha256:1b2b781a4c4a226a28bb69ca3e81dbaef64b086070aea9f32068184a78e65007

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

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source=pdf_text observed=2026-08-08T11:32:55.198261Z digest=sha256:3d1bce8aaa0a00273cd867821801690777315d0d136a5438e337de53530a2831

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

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source=pdf_text observed=2026-08-08T11:32:55.219223Z digest=sha256:746502d9d79a72ab8e01598bb5772c81933dcbb399b120a2bda16823b01fb5cd

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source=pdf_text observed=2026-08-08T11:32:55.223132Z digest=sha256:d566cdf14b2c7ed353d3f9b2630686c1bbee183899dc9a0afdbfa28c9106f60b

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source=pdf_text observed=2026-08-08T11:32:55.231135Z digest=sha256:b6193602ca6204e649c0158f16b73912a2aff9ab8e82e30e0fa51e920e7b0453

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

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source=pdf_text observed=2026-08-08T11:32:55.255036Z digest=sha256:e73e87ca8f6b0029debafaa01fb7bbf28a218c70273bbc8447e3c7e54767d4e7

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source=pdf_text observed=2026-08-08T11:32:55.264768Z digest=sha256:8a87811349ed586fea96ad394a90a1d876e1ce37a4e9dfe65e80eaa3b121462c

Observation 7d172a06-166a-4f86-91d1-473e598ebf02 · outbound

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source=pdf_text observed=2026-08-08T11:32:55.269380Z digest=sha256:43fe799bbf17230c145c1236c593a6e7e9d4916535d31f40776f0593676c087b

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

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source=pdf_text observed=2026-08-08T11:32:55.274071Z digest=sha256:05b9a9c8b1b011a731a8d50e376762c13c299a858a0a41aab11d9b5e725852f7

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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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source=pdf_text observed=2026-08-08T11:32:55.283575Z digest=sha256:df93f064313805cb5161809dc79dd9f0a14ae47215660b4cb187d5e4eda81753

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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source=pdf_text observed=2026-08-08T11:32:55.288290Z digest=sha256:bb4b06a2fd3a378a40f3d71e3e1a6d6af10562178ea9d4eb2e2bbec07e31dc40

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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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source=pdf_text observed=2026-08-08T11:32:55.292970Z digest=sha256:2cb738dfa59a81644d3fb29458015d40ce1cece62e0c310b3d593a0e460f9f35

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=sha256:296e63a741eed1b04ec8cd599862d66b97a696e4bc134520ccbe6b760baa2aa5

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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source=pdf_text observed=2026-08-08T11:32:55.302278Z digest=sha256:4559016367259e190b1a5995a363919ec78b380d85f5ac817e2ca10426dd40ce

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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=sha256:1a09f2ce4d4a48ddd621f36c4bcbcaac29fe2c3c822d2e32ab188fdb2e2491ba

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=sha256:4c9649f3ae8a1b086bd71b25d331525772fa07cf6f5e1d5b6ca00315988f4036

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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source=pdf_text observed=2026-08-08T11:32:55.315403Z digest=sha256:5d46d8d129aa688fc892c52452de6f062dc05a0100019f69a101a79f960da355

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:e19e11219da5f4ae3c7e9e28eb9b4a26748a45b589be52d8179a9fb7d8a34c71

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

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source=pdf_text observed=2026-08-08T11:32:55.323573Z digest=sha256:d326780012fae35c952559c93152925fcb4e85664fca7a173b38f8a34deed323

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=sha256:6e98d0aafeb729973318a5c83d809a548edf3a3ce96462a47ecb5426d2532a6b

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=sha256:501e7817c357ac9cb4bca4ed73624dd51c672e46fc94cf3bc906a2ad19073424

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

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source=pdf_text observed=2026-08-08T11:32:55.335475Z digest=sha256:64e097aa186e46b29485101878cd023d8553115b2bd5fd21a98f0b8f503111dc

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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source=pdf_text observed=2026-08-08T11:32:55.339375Z digest=sha256:b053ebee59cbd3bf5feeeadd1a560d1ef424f5757df670c8908dd290056edd3e

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

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source=pdf_text observed=2026-08-08T11:32:55.343129Z digest=sha256:7bedce0fd9d6139cd48347f90d809a21af07349c6899db77183f301150cf3b35

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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source=pdf_text observed=2026-08-08T11:32:55.347170Z digest=sha256:0a3bfb4d6c3776cfa340551dc9dae86d572bfaed4254e68a14bb6eb401618ba3

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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source=pdf_text observed=2026-08-08T11:32:55.351849Z digest=sha256:738ab4f1422c7a409a1834dc540dd4a048123793d5f067e824bb4024e7113102

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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source=pdf_text observed=2026-08-08T11:32:55.355623Z digest=sha256:c0bc820c55f6b43224bfab59a2c589e1965cb261ff1a302ae65033ce1793afba

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

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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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source=pdf_text observed=2026-08-08T11:32:55.359475Z digest=sha256:2ccb3f0abc01993f1f085ed4595be11de6c18afd9d861bb6e8608e33c5f95b99

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=sha256:491cb5cd1ac31ddd1175f5eb5ec09474723cda801efb37c3f798ab8468cbc77b

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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source=pdf_text observed=2026-08-08T11:32:55.367680Z digest=sha256:6925983e0ee65ed6bc0865759f679b9505a0e1a4ec0bee001293f0d268b62a63

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

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source=pdf_text observed=2026-08-08T11:32:55.371541Z digest=sha256:2aa63ece35b1dcf3c49ef6acbf26da749ccbbd5f758fe09349c9f43d095e4048

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=sha256:837991825d14d87c4965ba87fe43941d03bbcafb3c891f50a63138f1095cc2e8

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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source=pdf_text observed=2026-08-08T11:32:55.379935Z digest=sha256:6d5dfbdf9233003dce500f78f0cc2465343fac6cc782b2a8417e579fd8677f66

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:d550b5c020d5bb1443baec52c3dd131eadc225ea89ee7722c5276bb42f3e70fb

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

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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:fbf9f22ea5be1ecc8072818428625dd9051d75560eed30e1ba3b491ef18dd713

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

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source=pdf_text observed=2026-08-08T11:32:55.398569Z digest=sha256:0fa919fe41788cb1bfaf175187f75b2b4ad951d795ab1cad3e0b1900cc4f4f21

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:ae19eb1bc8fe95d1576b56f30fc07aa3c9bbc04809b619c19626e03186397dba

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=sha256:40987cd4f4f289cc93bd1b2a5f5b0bedc0d44d35e3dcb4edd5802d88a505e412

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=sha256:4fc6c0ebe7a3a0e3d47d4ec06738f9f28dd8e08c3c45cece940c4031ab66112a

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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