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Paper Citation Record · LEDGER

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins

As of 12 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2412.12034.

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

pith.paper-citation-record.v1
2412.12034 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

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One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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Source: cited_works

Reference resolution

45 of 45 outbound references displayed

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External citation measurements

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Outbound references

Observation 2aaeef5a-a723-4383-9860-7fe2ad98f414 · outbound

This paper cites an unresolved cited work.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Unresolved cited work

Reference 1

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Observation 3ac88d3c-9d8e-4fca-beb1-9074ddb28ad3 · outbound

This paper cites GraphCast: Learning skillful medium-range global weather forecasting.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins GraphCast: Learning skillful medium-range global weather forecasting

Reference 2

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Observation 97dfbc3a-ba80-4d95-9e11-bbfe434d8c0c · outbound

This paper cites Digital twins in health care: Ethical implications of an emerging engineering paradigm.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Digital twins in health care: Ethical implications of an emerging engineering paradigm

Reference 3

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Observation a89ea945-3875-4774-b1f2-514e9568fa89 · outbound

This paper cites Coorey, G.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Coorey, G

Reference 4

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Observation 99101bd1-d83c-4623-8ccb-80d9d4ed91dd · outbound

This paper cites The ?digital twin?to enable the vision of precision cardiology.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins The ?digital twin?to enable the vision of precision cardiology

Reference 5

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Observation 70ea7c8d-dde9-43b7-ad9a-4b10e2cac17a · outbound

This paper cites Nonlinear biomechanical model of the liver.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Nonlinear biomechanical model of the liver

Reference 6

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Observation 9976e428-342a-44c4-9e23-9a9b781d8387 · outbound

This paper cites Martinez Martinez.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Martinez Martinez

Reference 7

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Observation a40b2d0e-12b0-43c6-b4fb-85183c1631d5 · outbound

This paper cites Desarrollo de modelos biomecanicos del higado mediante metodo de elementos finitos, 2020.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Desarrollo de modelos biomecanicos del higado mediante metodo de elementos finitos, 2020

Reference 8

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Observation fd27e97a-3dbf-49e5-9892-9a4036b2e949 · outbound

This paper cites Zhou and J.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Zhou and J

Reference 9

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Observation 3aefaf67-76d6-4097-9970-ebf907692bde · outbound

This paper cites Ambati and H.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Ambati and H

Reference 10

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Observation 618dbfad-7562-4682-80b9-51ece582544a · outbound

This paper cites A survey of convolutional neural networks: analysis, applications, and prospects.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins A survey of convolutional neural networks: analysis, applications, and prospects

Reference 11

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Observation 7ca1a016-575a-44fa-8729-c86a85310ad1 · outbound

This paper cites Bronstein, Joan Bruna, Yann LeCun, Arthur Szlam, and Pierre Vandergheynst.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Bronstein, Joan Bruna, Yann LeCun, Arthur Szlam, and Pierre Vandergheynst

Reference 12

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Observation 3d9b5d3e-d2ec-47c7-8776-26de2647f6f4 · outbound

This paper cites Medsker and Lakhmi C.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Medsker and Lakhmi C

Reference 13

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Observation 6d7abfda-5799-4949-ab3a-e83bec11006c · outbound

This paper cites Battaglia.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Battaglia

Reference 14

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Observation 18b1031d-3e9b-43a4-8a4d-02cf152f7606 · outbound

This paper cites Yu Philip.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Yu Philip

Reference 15

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Observation c893a94a-423c-48c1-9626-365030e61fe6 · outbound

This paper cites Karniadakis.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Karniadakis

Reference 16

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Observation 7adf0666-3cea-4eb1-987f-f73dcd0b0071 · outbound

This paper cites Directions in hybrid intelligence: Complementing ai systems with human intelligence.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Directions in hybrid intelligence: Complementing ai systems with human intelligence

Reference 17

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Observation 26a7b7b8-3cc6-4df4-a136-180148cd0205 · outbound

This paper cites A proposal on machine learning via dynamical systems.Communications in Mathematics and Statistics, 1(5):1–11, 2017.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins A proposal on machine learning via dynamical systems.Communications in Mathematics and Statistics, 1(5):1–11, 2017

Reference 18

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Observation 6c2aa0da-580f-436f-a7fb-bef421473822 · outbound

This paper cites Hamiltonian neural networks.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Hamiltonian neural networks

Reference 19

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Observation d3a3a656-9b2c-4f2c-849d-059ffaad6c66 · outbound

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Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Hamiltonian deep neural networks guaranteeing nonvanishing gradients by design

Reference 20

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Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Unresolved cited work

Reference 21

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Observation d90e4f49-52a1-4c69-a382-da279681a2c2 · outbound

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Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Lagrangian Neural Networks

Reference 22

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Observation 35cad8cc-c90d-449f-816a-dd816bd4cb86 · outbound

This paper cites Thermodynamics-informed graph neural networks.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Thermodynamics-informed graph neural networks

Reference 23

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Observation cabf5fcb-638b-4377-819c-6f9b281b36f8 · outbound

This paper cites Structure-preserving neural networks.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Structure-preserving neural networks

Reference 24

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Observation ee7ac76d-3e9d-4cb9-901f-feb4e4be71ac · outbound

This paper cites Thermodynamics-informed neural networks for physically realistic mixed reality.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Thermodynamics-informed neural networks for physically realistic mixed reality

Reference 25

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Observation a16c6c9d-a589-4176-b91a-134dc6eae0d1 · outbound

This paper cites Pfaller, Natalia L.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Pfaller, Natalia L

Reference 26

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Observation f8423dc4-a59c-4a8a-bf4c-e51358995284 · outbound

This paper cites Graph neural networks informed locally by thermodynamics.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Graph neural networks informed locally by thermodynamics

Reference 27

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Observation dcaeefc2-7e0e-4e46-9fec-59a49e076ad0 · outbound

This paper cites Port-metriplectic neural net- works: thermodynamics-informed machine learning of complex physical systems.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Port-metriplectic neural net- works: thermodynamics-informed machine learning of complex physical systems

Reference 28

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Observation c031056b-f137-49f5-adb3-4f64d1511e7c · outbound

This paper cites On the feasibility of foundational models for the simulation of physical phenomena.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins On the feasibility of foundational models for the simulation of physical phenomena

Reference 29

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Observation 042a18c5-193b-4472-ba2f-b7c80c076aae · outbound

This paper cites Karniadakis.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Karniadakis

Reference 30

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation a81b3549-43ec-4e6d-92f2-ce057b90eb8e · outbound

This paper cites Pawar, Cristiano Fernandes, Maziar Raissi, Subir Das, Negar K.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Pawar, Cristiano Fernandes, Maziar Raissi, Subir Das, Negar K

Reference 31

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Observation 3d01229d-512b-4f75-a84f-2cf0d56ecdeb · outbound

This paper cites Message passing all the way up, 2022.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Message passing all the way up, 2022

Reference 32

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 83b75084-9cc5-4290-bcf5-11079aa7791a · outbound

This paper cites Dynamics and thermodynamics of complex fluids.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Dynamics and thermodynamics of complex fluids

Reference 33

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Observation ee51039f-6a93-451d-9ea9-ed7861433b95 · outbound

This paper cites Dynamics and thermodynamics of complex fluids.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Dynamics and thermodynamics of complex fluids

Reference 34

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Observation 728501e8-0dd1-4046-bcd0-4790e7f4ff36 · outbound

This paper cites Metriplectic structure, Leibniz dynamics and dissipative systems.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Metriplectic structure, Leibniz dynamics and dissipative systems

Reference 35

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Observation 3f05492b-7ac6-44fd-9dc7-32540d70dcb6 · outbound

This paper cites Morrison.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Morrison

Reference 36

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 663ba3ce-f368-45da-a06e-7bcc1e892cdc · outbound

This paper cites Nonequilibrium thermodynamics for open systems.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Nonequilibrium thermodynamics for open systems

Reference 37

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 118ad2b4-a298-4a0d-a8b5-70632a6c9a29 · outbound

This paper cites MedShapeNet -- A Large-Scale Dataset of 3D Medical Shapes for Computer Vision.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins MedShapeNet -- A Large-Scale Dataset of 3D Medical Shapes for Computer Vision

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T14:25:29.790630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f98f9d73-a412-4710-b69c-df4e48c06ebe · outbound

This paper cites an unresolved cited work.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:25:30.069656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation a33b8050-cadd-459c-af92-678dbfe3dfda · outbound

This paper cites an unresolved cited work.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Unresolved cited work

Reference 40

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 4bee82d3-2d31-4da7-8df2-0ed84f608784 · outbound

This paper cites Urdeitx, I.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Urdeitx, I

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:25:30.034891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation e91a346a-6595-4f69-9fcb-7a898f67af62 · outbound

This paper cites Auto-encoding variational bayes, 2022.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Auto-encoding variational bayes, 2022

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-11T14:25:29.811524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:25:29.811524Z digest=sha256:6b983803b92f4f7a33aaaf100752cd0e93d0f50315f3b950f2981e12dd97d013

Observation 02097994-4153-4904-8d99-33f847fd35a3 · outbound

This paper cites Mr-gnn: Multi-resolution and dual graph neural network for predicting structured entity interactions.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Mr-gnn: Multi-resolution and dual graph neural network for predicting structured entity interactions

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:25:30.005862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 261fa04c-e25c-4886-97a9-3c1e5c553e01 · outbound

This paper cites Multiresolution equivariant graph variational autoencoder, 2022.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Multiresolution equivariant graph variational autoencoder, 2022

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:25:29.987763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 5ac61ab2-97ae-495a-a04c-9a51ce2b9cfa · outbound

This paper cites Bronstein, Joan Bruna, Taco Cohen, and Petar Veli?kovi?.

Thermodynamics-informed graph neural networks for real-time simulation of digital human twins Bronstein, Joan Bruna, Taco Cohen, and Petar Veli?kovi?

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:25:29.969731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Pith citing papers

No inbound Pith citation observations are available.