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Paper Citation Record · LEDGER

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives

As of 8 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2608.05862.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.05862 v1

Coverage vector

measured 49 of 49 reference resolution

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Source: paper_references, paper_reference_links, observed 2026-08-07T22:15:19.070381Z

measured 49 of 49 standing notices

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measured 0 of 0 inbound itemization

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measured 0 of 1 external citation measurements

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49 of 49 outbound references displayed

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Outbound references

Observation 6d505df0-2842-4adc-86d0-f97f9ea82b1e · outbound

This paper cites 2018, Nature, 561, 360, doi: 10.1038/s41586-018-0510-7.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2018, Nature, 561, 360, doi: 10.1038/s41586-018-0510-7

Reference 1

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Observation eda15024-5092-4f3d-8471-449da7f45251 · outbound

This paper cites 1966, Pacific Journal of Mathematics, 16, 1, doi: 10.2140/pjm.1966.16.1.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 1966, Pacific Journal of Mathematics, 16, 1, doi: 10.2140/pjm.1966.16.1

Reference 2

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Observation 43b3fde9-386d-4e0d-84b3-a22613906c43 · outbound

This paper cites an unresolved cited work.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Unresolved cited work

Reference 3

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Observation 5c932ca1-36cb-47d7-9ff7-7b66f69a0e71 · outbound

This paper cites 2008, Galactic Dynamics, 2nd edn.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2008, Galactic Dynamics, 2nd edn

Reference 4

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Observation 5c9a8c66-2600-4e60-9a1c-09f4064be15e · outbound

This paper cites 2013, The Astrophysical Journal, 779, 115, doi: 10.1088/0004-637X/779/2/115.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2013, The Astrophysical Journal, 779, 115, doi: 10.1088/0004-637X/779/2/115

Reference 5

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Observation 3e93962c-3668-4bed-8ce2-137d08e65a71 · outbound

This paper cites 2012, The Astrophysical Journal, 756, 89, doi: 10.1088/0004-637X/756/1/89.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2012, The Astrophysical Journal, 756, 89, doi: 10.1088/0004-637X/756/1/89

Reference 6

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Observation 5f0399c5-53c8-4783-9124-d97b64cc5698 · outbound

This paper cites L., Proctor, J.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives L., Proctor, J

Reference 7

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Observation d344e93d-1e5b-4513-ba3c-9d1e05d1352c · outbound

This paper cites 1999, SIAM Journal on Scientific Computing, 21, 792, doi: 10.1137/S106482759732678X.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 1999, SIAM Journal on Scientific Computing, 21, 792, doi: 10.1137/S106482759732678X

Reference 8

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Observation fdd17488-4582-4169-8308-f625326499fc · outbound

This paper cites 2000, Experimental Mathematics, 9, 3, doi: 10.1080/10586458.2000.10504632 Cr´ ez´ e, M., Chereul, E., Bienaym´ e, O., & Pichon, C.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2000, Experimental Mathematics, 9, 3, doi: 10.1080/10586458.2000.10504632 Cr´ ez´ e, M., Chereul, E., Bienaym´ e, O., & Pichon, C

Reference 9

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Observation 2611f6bf-c383-4414-ba02-2e46de7f1116 · outbound

This paper cites 1989, Mathematics of Control, Signals and Systems, 2, 303, doi: 10.1007/BF02551274.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 1989, Mathematics of Control, Signals and Systems, 2, 303, doi: 10.1007/BF02551274

Reference 10

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Observation 07264cac-df1f-4cd5-8f40-e1551cf52620 · outbound

This paper cites A., & Udell, M.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives A., & Udell, M

Reference 11

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Observation 1aa39932-584a-42ac-8200-c16e57de304f · outbound

This paper cites H., & Pereyra, V.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives H., & Pereyra, V

Reference 12

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Observation 9568ed73-3c1c-43cc-a40d-dfcd6b67d2f8 · outbound

This paper cites H., & Pereyra, V.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives H., & Pereyra, V

Reference 13

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Observation 17aec910-e677-4009-91e9-6307f07b972f · outbound

This paper cites an unresolved cited work.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Unresolved cited work

Reference 14

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Observation 2c67bb26-e19d-4d99-9926-fee0a87b6c51 · outbound

This paper cites 2024, in Advances in Neural Information Processing Systems, Vol.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2024, in Advances in Neural Information Processing Systems, Vol

Reference 15

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Observation 1dc4751d-0d7b-43ec-b5ee-6c4ccae537b0 · outbound

This paper cites H., Littlewood, J.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives H., Littlewood, J

Reference 16

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Observation 94822df9-267b-4f49-aff7-2ce3a06e1d87 · outbound

This paper cites R., Millman, K.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives R., Millman, K

Reference 17

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Observation 7b1d5a94-c67b-4612-871b-d0de0d66697f · outbound

This paper cites 2000, Monthly Notices of the Royal Astronomical Society, 313, 209, doi: 10.1046/j.1365-8711.2000.02905.x.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2000, Monthly Notices of the Royal Astronomical Society, 313, 209, doi: 10.1046/j.1365-8711.2000.02905.x

Reference 18

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Observation 46aefcda-2713-49d2-882c-98b8f7c37db0 · outbound

This paper cites 1989, Neural Networks, 2, 359, doi: 10.1016/0893-6080(89)90020-8.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 1989, Neural Networks, 2, 359, doi: 10.1016/0893-6080(89)90020-8

Reference 19

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Observation 8c95eeda-9d95-4261-8613-531668d5d549 · outbound

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Unresolved cited work

Reference 20

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Observation 991a3274-6096-4d25-a64c-4387ed18cbf7 · outbound

This paper cites I., Famaey, B., & Monari, G.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives I., Famaey, B., & Monari, G

Reference 21

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Observation 80dbfb11-3caf-4fa9-9e67-7d36bf34162b · outbound

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Unresolved cited work

Reference 22

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Observation 600fdd1a-b843-434a-96cc-4be0535abfce · outbound

This paper cites E., Kevrekidis, I.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives E., Kevrekidis, I

Reference 23

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Observation d5d6552e-88b7-4ef1-9793-a9cdd640d4f8 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Adam: A Method for Stochastic Optimization

Reference 24

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This paper cites 1989, Monthly Notices of the Royal Astronomical Society, 239, 605, doi: 10.1093/mnras/239.2.605.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 1989, Monthly Notices of the Royal Astronomical Society, 239, 605, doi: 10.1093/mnras/239.2.605

Reference 25

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Observation 9c8f1af1-bfbb-4f02-9dcd-e55f7080b764 · outbound

This paper cites Contemporary Symbolic Regression Methods and their Relative Performance.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Contemporary Symbolic Regression Methods and their Relative Performance

Reference 26

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Observation 5d7a8b46-b375-4a13-ad66-a2e662034b46 · outbound

This paper cites 1944, Quarterly of Applied Mathematics, 2, 164, doi: 10.1090/qam/10666.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 1944, Quarterly of Applied Mathematics, 2, 164, doi: 10.1090/qam/10666

Reference 27

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Observation 15362c2f-a7a7-4283-b158-6ce71a1579b4 · outbound

This paper cites 1981, Polylogarithms and Associated Functions (New York: North-Holland) NestyNet.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 1981, Polylogarithms and Associated Functions (New York: North-Holland) NestyNet

Reference 28

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Observation a83317ed-d0cd-4fc0-808e-c06f91c47f41 · outbound

This paper cites C., & Nocedal, J.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives C., & Nocedal, J

Reference 29

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Unresolved cited work

Reference 30

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Unresolved cited work

Reference 31

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Observation f948168c-1d58-484b-9935-a35bdb91446b · outbound

This paper cites 2006, SIAM Journal on Scientific Computing, 27, 1742, doi: 10.1137/040608246.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2006, SIAM Journal on Scientific Computing, 27, 1742, doi: 10.1137/040608246

Reference 32

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This paper cites 1980, Mathematics of Computation, 35, 773, doi: 10.1090/S0025-5718-1980-0572855-7.

NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 1980, Mathematics of Computation, 35, 773, doi: 10.1090/S0025-5718-1980-0572855-7

Reference 33

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Observation a6e4f6a5-6431-4f46-9f93-672f4ce92312 · outbound

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Unresolved cited work

Reference 34

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Unresolved cited work

Reference 35

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives PyTorch: An Imperative Style, High-Performance Deep Learning Library

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Scikit-learn: Machine Learning in Python

Reference 37

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Unresolved cited work

Reference 38

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Unresolved cited work

Reference 39

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2003, Iterative Methods for Sparse Linear Systems, 2nd edn

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2020, Astronomy & Astrophysics, 643, A75, doi: 10.1051/0004-6361/202038535

Reference 41

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives K., Machta, B

Reference 42

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Improvements to the Levenberg-Marquardt algorithm for nonlinear least-squares minimization

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2020, Science Advances, 6, eaay2631, doi: 10.1126/sciadv.aay2631

Reference 44

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives E., et al

Reference 45

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2019, Astronomy & Astrophysics, 623, A30, doi: 10.1051/0004-6361/201834718

Reference 46

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives Unresolved cited work

Reference 47

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2005, Numerical Methods and Algorithms, Vol

Reference 48

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NestyNet. I. Physics Functions Are Hard to Fit with Neural Networks: A Framework for Accurate Surrogates and Analytic Derivatives 2013, The Astrophysical Journal, 772, 108, doi: 10.1088/0004-637X/772/2/108

Reference 49

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