Dynamic Universal Approximation via Signature Controlled Differential Equations | Paper Citation Record

Observation 5aa3c84b-88a9-48f1-8395-e3775d2fa3b9 · outbound

This paper cites Martingale property and moment explosions in signature volatility models.arXiv Preprint: 2503.17103, 2025.

Dynamic Universal Approximation via Signature Controlled Differential Equations Martingale property and moment explosions in signature volatility models.arXiv Preprint: 2503.17103, 2025

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Observation 01105d8e-223b-4c97-8b8b-3ffa06a8824e · outbound

This paper cites Signature volatility models: pricing and hedging with Fourier.SIAM Journal on Financial Mathematics, 16(2):606–642, 2025.

Dynamic Universal Approximation via Signature Controlled Differential Equations Signature volatility models: pricing and hedging with Fourier.SIAM Journal on Financial Mathematics, 16(2):606–642, 2025

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Observation 1746e20f-0541-4cfc-a7f9-3fce6c43acd5 · outbound

This paper cites Exponentially Fading Memory Signature.

Dynamic Universal Approximation via Signature Controlled Differential Equations Exponentially Fading Memory Signature

Reference 3

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Observation b00ce402-0ac0-49cc-959e-fff0fd2f12ca · outbound

This paper cites Cambridge University Press, 2019.

Dynamic Universal Approximation via Signature Controlled Differential Equations Cambridge University Press, 2019

Reference 4

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Observation 66cee82d-feb9-4050-bdf4-45a7630aef8d · outbound

This paper cites Agrachev and Yuri L.

Dynamic Universal Approximation via Signature Controlled Differential Equations Agrachev and Yuri L

Reference 5

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Observation c66586dc-7632-4180-a8c7-06ad6c13afc0 · outbound

This paper cites Rough differential equations containing path-dependent bounded variation terms.Journal of Theoretical Probability, 37(3):2130–2183, 2024.

Dynamic Universal Approximation via Signature Controlled Differential Equations Rough differential equations containing path-dependent bounded variation terms.Journal of Theoretical Probability, 37(3):2130–2183, 2024

Reference 6

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Observation c8a6fb6e-5073-4650-8265-442ffb7f8765 · outbound

This paper cites Aliprantis and Kim C.

Dynamic Universal Approximation via Signature Controlled Differential Equations Aliprantis and Kim C

Reference 7

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Observation a698c8b5-45a8-47c6-9f49-40d848f63b59 · outbound

This paper cites Rough differential equations with path-dependent coefficients.Annales Henri Lebesgue, 6:1–29, 2023.

Dynamic Universal Approximation via Signature Controlled Differential Equations Rough differential equations with path-dependent coefficients.Annales Henri Lebesgue, 6:1–29, 2023

Reference 8

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Observation 4e9bee99-cdb6-46ac-9dfc-ecba662e25ad · outbound

This paper cites Path dependent equations driven by H¨ older processes.Stochastic Analysis and Applications, 37(3):480–498, 2019.

Dynamic Universal Approximation via Signature Controlled Differential Equations Path dependent equations driven by H¨ older processes.Stochastic Analysis and Applications, 37(3):480–498, 2019

Reference 9

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Observation 452360b9-a65f-45ca-91df-95d7ad139f5d · outbound

This paper cites Sig-SDEs model for quantitative finance.

Dynamic Universal Approximation via Signature Controlled Differential Equations Sig-SDEs model for quantitative finance

Reference 10

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Observation 37e5f422-8d35-4e92-a864-4cd8dcb69525 · outbound

This paper cites Asmar and Loukas Grafakos.Complex Analysis with Applications.

Dynamic Universal Approximation via Signature Controlled Differential Equations Asmar and Loukas Grafakos.Complex Analysis with Applications

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Observation 05e32e50-8357-479a-bdcd-7ee4dc756bd4 · outbound

This paper cites Baum and Ted Petrie.

Dynamic Universal Approximation via Signature Controlled Differential Equations Baum and Ted Petrie

Reference 12

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Observation 92ad23dd-ba37-4402-805f-0da4c01c24da · outbound

This paper cites Hager, Sebastian Riedel, and John Schoenmakers.

Dynamic Universal Approximation via Signature Controlled Differential Equations Hager, Sebastian Riedel, and John Schoenmakers

Reference 13

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Observation 72deafde-c704-4ed2-8c26-d27986bf23b6 · outbound

This paper cites An introduction to tensors for path signatures.

Dynamic Universal Approximation via Signature Controlled Differential Equations An introduction to tensors for path signatures

Reference 14

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Observation e4f30556-0cab-4e96-8055-87b28cd6ac7f · outbound

This paper cites Friz, Sylvie Paycha, and Rosa Preiß.

Dynamic Universal Approximation via Signature Controlled Differential Equations Friz, Sylvie Paycha, and Rosa Preiß

Reference 15

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Observation 454b91a2-83e2-4e69-b226-4c5d928f975b · outbound

This paper cites Delfour, and Sanjoy K.

Dynamic Universal Approximation via Signature Controlled Differential Equations Delfour, and Sanjoy K

Reference 16

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Observation 22e6d94b-a0f5-45c6-9a84-6e5b921891cc · outbound

This paper cites A generalization of a lemma of Bellman and its application to uniqueness problems of differential equations.Acta Mathematica Hungarica, 7(1):81–94, 1956.

Dynamic Universal Approximation via Signature Controlled Differential Equations A generalization of a lemma of Bellman and its application to uniqueness problems of differential equations.Acta Mathematica Hungarica, 7(1):81–94, 1956

Reference 17

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Observation 1be4623c-7978-4df9-b2e3-c7e14795e5e9 · outbound

This paper cites SL2(R)-developments and signature asymptotics for planar paths with bounded variation.Rev.

Dynamic Universal Approximation via Signature Controlled Differential Equations SL2(R)-developments and signature asymptotics for planar paths with bounded variation.Rev

Reference 18

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Observation 9bd719d3-a9fc-4552-a100-8e635f730bca · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Unresolved cited work

Reference 19

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Observation 7486f98e-b85d-4eec-8c72-6042dfac38c7 · outbound

This paper cites Zur Theorie der elastischen Nachwirkung.Sitzungsberichte der Kaiser- lichen Akademie der Wissenschaften, 70:275–306, 1874.

Dynamic Universal Approximation via Signature Controlled Differential Equations Zur Theorie der elastischen Nachwirkung.Sitzungsberichte der Kaiser- lichen Akademie der Wissenschaften, 70:275–306, 1874

Reference 20

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Observation 41b6ccb5-e9e6-48f7-a30b-0e7df1d9434b · outbound

This paper cites Brockett.

Dynamic Universal Approximation via Signature Controlled Differential Equations Brockett

Reference 21

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Observation a7984069-2624-4bff-9bd9-cbd903c25734 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Unresolved cited work

Reference 22

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Observation a2b3cf5a-0b67-4725-901f-0da3c91b9e3d · outbound

This paper cites Iterated integrals and exponential homomorphisms.Proceedings of the London Mathematical Society, 3(1):502–512, 1954.

Dynamic Universal Approximation via Signature Controlled Differential Equations Iterated integrals and exponential homomorphisms.Proceedings of the London Mathematical Society, 3(1):502–512, 1954

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Observation c8ee0381-87e3-4d95-8f38-fd555a4afc7a · outbound

This paper cites Integration of paths, geometric invariants and a generalized Baker-Hausdorff formula.Annals of Mathematics, 65(1):163–178, 1957.

Dynamic Universal Approximation via Signature Controlled Differential Equations Integration of paths, geometric invariants and a generalized Baker-Hausdorff formula.Annals of Mathematics, 65(1):163–178, 1957

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Observation 0247519a-5fc5-44fb-b08a-d82731013c0e · outbound

This paper cites Iterated path integrals.Bulletin of the American Mathematical Society, 83(5):831–879, 1977.

Dynamic Universal Approximation via Signature Controlled Differential Equations Iterated path integrals.Bulletin of the American Mathematical Society, 83(5):831–879, 1977

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Observation 93a1f7e2-9c3a-41bd-9edf-7f9756784dae · outbound

This paper cites A primer on the signature method in machine learning.arXiv preprint arXiv:1603.03788, 2016.

Dynamic Universal Approximation via Signature Controlled Differential Equations A primer on the signature method in machine learning.arXiv preprint arXiv:1603.03788, 2016

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Observation c8b93e86-da37-4a83-8e9e-4346a2eec6af · outbound

This paper cites Characteristic functions of measures on geometric rough paths.Ann.

Dynamic Universal Approximation via Signature Controlled Differential Equations Characteristic functions of measures on geometric rough paths.Ann

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Observation f0bc6b32-a349-41e0-a69e-f8202708d0d0 · outbound

This paper cites Functional Itˆ o calculus and stochastic integral representation of martingales.Ann.

Dynamic Universal Approximation via Signature Controlled Differential Equations Functional Itˆ o calculus and stochastic integral representation of martingales.Ann

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Observation c0827b1e-7ef4-4071-b232-8a856fb07b68 · outbound

This paper cites On the support of solutions to stochastic differential equations with path-dependent coefficients.Stochastic Processes Appl., 130(5):2639–2674, 2020.

Dynamic Universal Approximation via Signature Controlled Differential Equations On the support of solutions to stochastic differential equations with path-dependent coefficients.Stochastic Processes Appl., 130(5):2639–2674, 2020

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Observation e41d44d1-2710-48e3-ad11-7be646c8afff · outbound

This paper cites Sur certaines ´ equations fonctionnelles de Volterra.Funkc.

Dynamic Universal Approximation via Signature Controlled Differential Equations Sur certaines ´ equations fonctionnelles de Volterra.Funkc

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Observation e1173459-60ab-4027-8ef2-391a92137835 · outbound

This paper cites Joint calibration to SPX and VIX options with signature-based models.Mathematical Finance, 35(1):161–213, 2025.

Dynamic Universal Approximation via Signature Controlled Differential Equations Joint calibration to SPX and VIX options with signature-based models.Mathematical Finance, 35(1):161–213, 2025

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Observation 0e13a27d-e5b1-4504-87f1-68a5146c7bad · outbound

This paper cites Signature-based models: theory and calibration.SIAM Journal on Financial Mathematics, 14(3):910–957, 2023.

Dynamic Universal Approximation via Signature Controlled Differential Equations Signature-based models: theory and calibration.SIAM Journal on Financial Mathematics, 14(3):910–957, 2023

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Observation 909d9757-4cb9-46a7-97b0-e4d8d39fc8f1 · outbound

This paper cites Signature methods in stochastic portfolio theory.SIAM Journal on Financial Mathematics, 16(4):1239–1303, 2025.

Dynamic Universal Approximation via Signature Controlled Differential Equations Signature methods in stochastic portfolio theory.SIAM Journal on Financial Mathematics, 16(4):1239–1303, 2025

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Observation d6b7ce73-c55e-4fcf-90e2-f8453f0be2e1 · outbound

This paper cites Universal approximation theorems for continuous functions of c` adl` ag paths and L´ evy-type signature models.Finance and Stochastics, 29(2):289–342, 2025.

Dynamic Universal Approximation via Signature Controlled Differential Equations Universal approximation theorems for continuous functions of c` adl` ag paths and L´ evy-type signature models.Finance and Stochastics, 29(2):289–342, 2025

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Observation eaf23109-01d8-4e5a-885c-c0debb76afe0 · outbound

This paper cites Global universal approximation of functional input maps on weighted spaces.Constructive Approximation, pages 1–76, 2026.

Dynamic Universal Approximation via Signature Controlled Differential Equations Global universal approximation of functional input maps on weighted spaces.Constructive Approximation, pages 1–76, 2026

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Observation c3df1d73-01dd-4f53-87f8-46537c892e44 · outbound

This paper cites Signature SDEs from an affine and polynomial perspective.forthcoming in the Electronic Journal of Probability, 2026.

Dynamic Universal Approximation via Signature Controlled Differential Equations Signature SDEs from an affine and polynomial perspective.forthcoming in the Electronic Journal of Probability, 2026

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Observation c2fd927e-9cf1-4b20-99b1-117a4467a26a · outbound

This paper cites A Semigroup Point Of View On Splitting Schemes For Stochastic (Partial) Differential Equations.

Dynamic Universal Approximation via Signature Controlled Differential Equations A Semigroup Point Of View On Splitting Schemes For Stochastic (Partial) Differential Equations

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Dynamic Universal Approximation via Signature Controlled Differential Equations Unresolved cited work

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This paper cites Duffaut Espinosa, Kurusch Ebrahimi-Fard, W.

Dynamic Universal Approximation via Signature Controlled Differential Equations Duffaut Espinosa, Kurusch Ebrahimi-Fard, W

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Observation 15ee8bcb-e13f-4ff5-8040-fe477572fc4f · outbound

This paper cites Functional Itˆ o calculus.Quantitative Finance, 19(5):721–729, 2019.

Dynamic Universal Approximation via Signature Controlled Differential Equations Functional Itˆ o calculus.Quantitative Finance, 19(5):721–729, 2019

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Dynamic Universal Approximation via Signature Controlled Differential Equations Unresolved cited work

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Observation 27f76106-e9aa-4923-be9b-0c37e5ded7ab · outbound

This paper cites Fonctionnelles causales non lin´ eaires et ind´ etermin´ ees non commutatives.

Dynamic Universal Approximation via Signature Controlled Differential Equations Fonctionnelles causales non lin´ eaires et ind´ etermin´ ees non commutatives

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Dynamic Universal Approximation via Signature Controlled Differential Equations Unresolved cited work

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Observation 741b0d47-b197-47cd-82fa-cfe578d3d11c · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Columbia University, 2010

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Dynamic Universal Approximation via Signature Controlled Differential Equations Expected Signature Kernels for L\'evy Rough Paths

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Observation 5bc7efcf-a3e4-4067-a3c9-fe22de5d1f1c · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Friz and Martin Hairer.A Course on Rough Paths

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Observation 0dfb97a2-9f35-4ec1-a959-59112f813477 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Friz and Nicolas B

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Dynamic Universal Approximation via Signature Controlled Differential Equations Kilbas, Francesco Mainardi, and Sergei V

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Observation 7cf7b7ec-d616-4dd2-8788-3214e94d6b40 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Hale and M.A

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Observation bce4b5f0-53ef-4914-b671-fd257f502197 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Hale and Sjoerd M

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Dynamic Universal Approximation via Signature Controlled Differential Equations A neural RDE approach for continuous- time non-Markovian stochastic control problems

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Observation 60c65ff7-9a1d-446a-8b1b-9a041eed2beb · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Evelyn Hutchinson

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Dynamic Universal Approximation via Signature Controlled Differential Equations Generalized ordinary differential equations in Banach spaces and applications to functional equations.Bol

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Dynamic Universal Approximation via Signature Controlled Differential Equations A uniformly differentiable approximation scheme for delay systems using splines.Applied Mathematics and Optimization, 23(3):217–262, 1991

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Observation b99e6ba1-8a30-45a6-a1f6-ce0c429cac57 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Stephen Jones

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Observation adfc534c-c0a5-41b3-9441-5b2c60c4e43c · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Unresolved cited work

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Dynamic Universal Approximation via Signature Controlled Differential Equations Sussmann

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Observation cd3929b3-f8ba-4373-b8b2-44d37d6cbc87 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Littman, and Anthony R

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Dynamic Universal Approximation via Signature Controlled Differential Equations Unresolved cited work

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Observation e61f23e8-51b7-46db-aba8-eefa2f906815 · outbound

This paper cites Optimal execution with rough path signatures.SIAM Journal on Financial Mathematics, 11(2):470–493, 2020.

Dynamic Universal Approximation via Signature Controlled Differential Equations Optimal execution with rough path signatures.SIAM Journal on Financial Mathematics, 11(2):470–493, 2020

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Observation 90ac025e-9ac2-430d-8868-64f3d3c8732e · outbound

This paper cites Spline approximation for retarded systems and the Riccati equation.SIAM Journal on Control and Optimization, 25(4):1082–1117, 1987.

Dynamic Universal Approximation via Signature Controlled Differential Equations Spline approximation for retarded systems and the Riccati equation.SIAM Journal on Control and Optimization, 25(4):1082–1117, 1987

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Observation fe06d9f8-717e-49be-925f-f2bccfc34a05 · outbound

This paper cites On the stability properties of spline approximations for retarded systems.SIAM Journal on Control and Optimization, 27(2):407–431, 1989.

Dynamic Universal Approximation via Signature Controlled Differential Equations On the stability properties of spline approximations for retarded systems.SIAM Journal on Control and Optimization, 27(2):407–431, 1989

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Observation 610e71d4-e24a-4b76-8037-8cdf429014ef · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations McKendrick

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Observation b59b1351-bbb6-45fc-941f-4d9c79e843b5 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Neural controlled differential equations for irregular time series

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Observation b139e409-5e77-41f8-a8c2-fddfa597ff50 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations I., volume 159 ofGrundlehren Math

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Observation 301b6dd9-c28c-406a-9147-848a0b5223da · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Optimal Estimation of Generic Dynamics by Path-Dependent Neural Jump ODEs

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Observation 2982686d-d3e8-4b17-8249-05524c33e7ce · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Kwossek, Andreas Neuenkirch, and David J

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Observation 65c34b0c-9891-474a-b6be-62b8b16d54c0 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Unresolved cited work

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Observation 1e997122-da66-474d-9183-d9efc4bd1d6d · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Space of signatures as inverse limits of Carnot groups

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Observation 832ee50c-00b0-4510-af21-dab24741f03d · outbound

This paper cites Lee.Introduction to Smooth Manifolds, volume 218 ofGraduate Texts in Mathe- matics.

Dynamic Universal Approximation via Signature Controlled Differential Equations Lee.Introduction to Smooth Manifolds, volume 218 ofGraduate Texts in Mathe- matics

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Observation 3891eb61-b530-4802-8469-f828535fdd7a · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Oxford University Press, 2002

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Observation 46a81efb-3f70-4743-934d-c01f88f4aa7a · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Differential equations driven by rough signals.Revista Matem´ atica Iberoamer- icana, 14(2):215–310, 1998

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Observation 147d57a8-abbc-4378-a1cd-b6f06d7b607e · outbound

This paper cites Lyons, Michael J.

Dynamic Universal Approximation via Signature Controlled Differential Equations Lyons, Michael J

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Observation ff16e974-0ddd-428d-85a5-15a692fdb60a · outbound

This paper cites On Lipschitz vector fields and the Cauchy problem in homogeneous groups.Communications in Contemporary Mathematics, 20(05):1750057, 2018.

Dynamic Universal Approximation via Signature Controlled Differential Equations On Lipschitz vector fields and the Cauchy problem in homogeneous groups.Communications in Contemporary Mathematics, 20(05):1750057, 2018

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Observation 5e6545f4-4d02-4c5f-bd0c-d40e0cc1740d · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations edition, 2007

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Observation 0d814fc5-8e05-4a09-b63a-645bfc1a7d62 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Unresolved cited work

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Observation 234f5da5-856d-4b61-b2e8-fb5a042ed278 · outbound

This paper cites Directional stability of automatically steered bodies.Journal of the American Society for Naval Engineers, 34(2):280–309, 1922.

Dynamic Universal Approximation via Signature Controlled Differential Equations Directional stability of automatically steered bodies.Journal of the American Society for Naval Engineers, 34(2):280–309, 1922

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Observation 60c32850-12d5-4b63-b96f-00dfa26d680d · outbound

This paper cites an unresolved cited work.

Dynamic Universal Approximation via Signature Controlled Differential Equations Unresolved cited work

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Observation 8b1f3931-becf-4198-8a82-36817fd868f1 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Neural rough differential equations for long time series

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Observation 85418bc3-b22e-4811-b725-85ca821bcf58 · outbound

This paper cites Munkres.Topology.Upper Saddle River, NJ: Prentice Hall, 2nd edition, 2000.

Dynamic Universal Approximation via Signature Controlled Differential Equations Munkres.Topology.Upper Saddle River, NJ: Prentice Hall, 2nd edition, 2000

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Observation 619ca9c5-db23-4e22-bcf1-7cc107d8955a · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Unresolved cited work

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Observation e62e94fe-0b5d-41bb-a85a-86e6df5d4756 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Parameter estimation for rough differential equations.Ann

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Observation f642c91e-9114-4e49-bfaf-466498c748a8 · outbound

This paper cites Learning non-Markovian dynamical systems with signature-based encoders.

Dynamic Universal Approximation via Signature Controlled Differential Equations Learning non-Markovian dynamical systems with signature-based encoders

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Observation 123e492a-79e3-4d15-a8ab-f0403dba20e2 · outbound

This paper cites Protter.Stochastic Integration and Differential Equations, volume 21 ofAppl.

Dynamic Universal Approximation via Signature Controlled Differential Equations Protter.Stochastic Integration and Differential Equations, volume 21 ofAppl

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Observation 139ab887-35ae-48ce-b621-8f2222a78aeb · outbound

This paper cites Lie elements and an algebra associated with shuffles.Annals of Mathematics, 68(2):210–220, 1958.

Dynamic Universal Approximation via Signature Controlled Differential Equations Lie elements and an algebra associated with shuffles.Annals of Mathematics, 68(2):210–220, 1958

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Observation ce7bd7cf-36ea-4a16-911f-e69b39d0064e · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Oxford University Press, 1993

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Observation 96164e7e-58a6-413d-95fc-559d0fb2595e · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Unresolved cited work

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Observation c1d931ee-0072-4b10-91d6-8bff747c7f12 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Der Fixpunktsatz in Funktionalra¨ umen.Studia Mathematica, 2(1):171–180, 1930

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Observation 03e38489-70b3-4268-a661-0990993e5a2c · outbound

This paper cites Cambridge University Press, 2022.

Dynamic Universal Approximation via Signature Controlled Differential Equations Cambridge University Press, 2022

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Observation 90e32072-6a4e-4c83-bc3f-f7126d44eb16 · outbound

This paper cites Path-Dependent SDEs: Solutions and Parameter Estimation.

Dynamic Universal Approximation via Signature Controlled Differential Equations Path-Dependent SDEs: Solutions and Parameter Estimation

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Observation 190c77df-45ba-4d63-8903-0ddaae462f6e · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Sussmann

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Observation 0028be5f-be89-45a3-a007-badc6e624c3c · outbound

This paper cites Sutton and Andrew G.

Dynamic Universal Approximation via Signature Controlled Differential Equations Sutton and Andrew G

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Observation d35c8a3d-b6f9-4397-86b4-88c94f8dc90b · outbound

This paper cites Cambridge University Press, 2022.

Dynamic Universal Approximation via Signature Controlled Differential Equations Cambridge University Press, 2022

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Observation 3fa41243-5ff4-404f-ad25-318569fde2d9 · outbound

This paper cites Sulle equazioni integro-differenziali della theoria dell’elasticit` a.Atti Reale Accad.

Dynamic Universal Approximation via Signature Controlled Differential Equations Sulle equazioni integro-differenziali della theoria dell’elasticit` a.Atti Reale Accad

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Observation b745219a-cb40-44a2-908b-20afffd2a0b5 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Gauthier-Villars, 1913

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Observation 8b85650a-da76-430c-9c1f-f7afd2929d93 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Sur la th´ eorie math´ ematique des ph´ enom` enes h´ er´ editaires.Journal de math´ ematiques pures et appliqu´ ees, 7:249–298, 1928

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Observation 1ebbf110-0983-4a21-8894-d8f7a6882994 · outbound

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Dynamic Universal Approximation via Signature Controlled Differential Equations Log neural controlled differential equations: The Lie brackets make a difference

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