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Paper Citation Record · LEDGER

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction

As of 7 August 2026, this Paper Citation Record lists 100 of 115 outbound references and 0 inbound Pith citation observations for arXiv:2605.30139.

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

pith.paper-citation-record.v1
2605.30139 v2

Coverage vector

measured 100 of 115 reference resolution

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100 of 115 outbound references displayed

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Outbound references

Observation a537b289-ee04-43d9-a4c5-3bf000768898 · outbound

This paper cites an unresolved cited work.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Unresolved cited work

Reference 1

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Observation 36558c2d-dc5b-43fc-ae7f-19715e9f49ae · outbound

This paper cites an unresolved cited work.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Unresolved cited work

Reference 2

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Observation 5359a12c-afed-4d23-ba98-99dfec12f488 · outbound

This paper cites Last but not least, in order to avoid unphysical oscillations related to overfitting, we introduce weak smoothness penaltiesL SP.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Last but not least, in order to avoid unphysical oscillations related to overfitting, we introduce weak smoothness penaltiesL SP

Reference 3

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Observation b357d71d-d407-4f67-8ef5-7014447b8fa1 · outbound

This paper cites We consider the 31 model independent direct measurements of the Hubble parameter within the redshift range 0.09≤z≤1.965 [90].

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction We consider the 31 model independent direct measurements of the Hubble parameter within the redshift range 0.09≤z≤1.965 [90]

Reference 4

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Observation 9ad983d3-d5d8-4b7e-b94c-1f3a05709adf · outbound

This paper cites an unresolved cited work.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Unresolved cited work

Reference 5

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Observation d3c0a6a4-bb90-458e-8c80-5b6d047d2530 · outbound

This paper cites The catalogues provide measure- ments of the distance modulusµ obs i as a function of redshiftz i.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction The catalogues provide measure- ments of the distance modulusµ obs i as a function of redshiftz i

Reference 6

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Observation 106a5df8-eb70-4c80-94c4-2f87cd03c86e · outbound

This paper cites For 1 NData χ2 Data << γ2, theL DATA ≃ 1 NData χ2 Data.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction For 1 NData χ2 Data << γ2, theL DATA ≃ 1 NData χ2 Data

Reference 7

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Observation 8f491350-7600-4574-8e5a-23cfe5e82eee · outbound

This paper cites First, we perform training runs with different sets of initial conditions to verify whether the PINN converges to a consistent solution.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction First, we perform training runs with different sets of initial conditions to verify whether the PINN converges to a consistent solution

Reference 8

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Observation 295bad39-16b1-49f6-8d30-52c3f103bdff · outbound

This paper cites Riess et al., Astron.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Riess et al., Astron

Reference 9

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Observation 7e3171bb-f41d-413a-9004-4483b1cf6ce5 · outbound

This paper cites Tegmark et al., Astrophys.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Tegmark et al., Astrophys

Reference 10

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Observation 43a880fa-a918-4f1e-936b-a4949f1d8def · outbound

This paper cites Kowalski et al., Astrophys.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Kowalski et al., Astrophys

Reference 11

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Observation ec1ab9f3-bb99-418f-97e5-a217e8230fa1 · outbound

This paper cites Komatsu et al., Astrophys.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Komatsu et al., Astrophys

Reference 12

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Observation 7e324da8-20c2-41ba-bed6-de0924c125b8 · outbound

This paper cites Suzuki et al., Astrophys.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Suzuki et al., Astrophys

Reference 13

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Observation a39d6df9-7a6f-4dd6-a15e-fe8a31978adb · outbound

This paper cites Gutierrez, Nucl.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Gutierrez, Nucl

Reference 15

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Observation 15fa1402-fb7c-4393-a7dd-2b03ff3fdf71 · outbound

This paper cites Di Valentino et al., Atropharticle Physics 131, 102605 (2021).

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Di Valentino et al., Atropharticle Physics 131, 102605 (2021)

Reference 16

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Observation 23ff41af-9c69-4847-9f80-b7ef12a820a4 · outbound

This paper cites Weinberg, Rev.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Weinberg, Rev

Reference 17

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Observation 6da4efa2-5733-4f65-9ffe-5988de1a3c0f · outbound

This paper cites Padmanabhan, Phys.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Padmanabhan, Phys

Reference 18

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Observation cfe54f56-e532-4505-9911-468715fe8fc2 · outbound

This paper cites Six Puzzles for LCDM Cosmology.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Six Puzzles for LCDM Cosmology

Reference 19

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Observation b22b729c-7b86-4a66-979d-a3b25c3b751b · outbound

This paper cites Di Valentino et al.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Di Valentino et al

Reference 20

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Observation d0c48909-8ac6-4968-8815-966de8466fd4 · outbound

This paper cites Gorini, A.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Gorini, A

Reference 21

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Observation 4fec0f4a-4d50-4312-8faf-1d8799da3860 · outbound

This paper cites Valiviita, E.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Valiviita, E

Reference 22

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This paper cites an unresolved cited work.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Unresolved cited work

Reference 23

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Observation b49d6a08-f1e1-40c7-9bcb-b66d2244f50b · outbound

This paper cites Paliathanasis, Phys.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Paliathanasis, Phys

Reference 24

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Observation ccc48742-5e66-4638-a4ee-ce275390ba65 · outbound

This paper cites Ratra and P.J.E.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Ratra and P.J.E

Reference 25

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Observation 8db6e81d-8156-43de-906f-baeab7241fef · outbound

This paper cites Peebles and B.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Peebles and B

Reference 26

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Observation 301e271f-7ce9-47d4-b100-2d9fda8356f8 · outbound

This paper cites Ludwick, Mod.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Ludwick, Mod

Reference 27

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Observation 6f5b252d-19c5-4d77-8758-23db86bae8b4 · outbound

This paper cites V´ azquez, D.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction V´ azquez, D

Reference 28

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Observation 439c5221-ccc9-422c-809c-c04d78c6be84 · outbound

This paper cites Shajib and J.A.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Shajib and J.A

Reference 29

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Observation 1b7ed651-791c-4922-8335-04e5fa40b9ee · outbound

This paper cites van de Bruck, G.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction van de Bruck, G

Reference 30

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Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Paliathanasis, T

Reference 31

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Observation 0cd588fd-eb79-4fce-bae0-c302b38f7ca1 · outbound

This paper cites Deffayet, X.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Deffayet, X

Reference 32

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Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Faraoni, Cosmology in Scalar-Tensor Gravity, Springer Dordrecht (2004)

Reference 33

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Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Kase and S

Reference 34

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Observation 7a58a881-7a7a-43aa-892e-5edccb0e0f13 · outbound

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Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Buchdahl, Mon

Reference 35

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This paper cites Ferraro and F.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Ferraro and F

Reference 36

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This paper cites Heisenberg, Physics Rept.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Heisenberg, Physics Rept

Reference 37

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This paper cites Clifton, P.G.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Clifton, P.G

Reference 38

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This paper cites Nojiri, S.D.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Nojiri, S.D

Reference 39

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This paper cites Joyce, L.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Joyce, L

Reference 40

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source=pdf_text observed=2026-08-02T12:55:26.213499Z digest=sha256:fad537bfd7cc69ae0fa5e47fcc35b0a7a848848929017f9bff4fa4abc7e0187d

Observation 8d80a685-3b21-40cb-937c-b260b5e0495d · outbound

This paper cites Yoo and Y.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Yoo and Y

Reference 41

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source=pdf_text observed=2026-08-02T12:55:26.279676Z digest=sha256:fd09b394622825260cf3ddf4b4979d537d23157948aaad6043448ccd535c236e

Observation 03f453c9-379b-4d19-b06c-1bd279aeb3f8 · outbound

This paper cites Nojiri, S.D.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Nojiri, S.D

Reference 42

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source=pdf_text observed=2026-08-02T12:55:26.451582Z digest=sha256:efd939cc80134b80fffb40433fc150e723b234f537b6def34f929584326c585a

Observation 95a238e8-b336-4d48-afbf-7af44dc681d2 · outbound

This paper cites Saridakis, Phys.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Saridakis, Phys

Reference 43

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source=pdf_text observed=2026-08-02T12:55:26.583366Z digest=sha256:56f28440ca10eba744f4a50b4e7262a661a52f5ab2d8c13d59fd79133ee08145

Observation fd80b5e2-ff43-46c6-a901-2380e8eab084 · outbound

This paper cites Basilakos, A.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Basilakos, A

Reference 44

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source=pdf_text observed=2026-08-02T12:55:26.747327Z digest=sha256:2fd037787369764711e5f4f0234e3131ee6f241218438ba9237ba635faef60de

Observation 3495a12f-5823-4469-88b9-3d577d5fdcfe · outbound

This paper cites Sahlu, A.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Sahlu, A

Reference 45

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source=pdf_text observed=2026-08-02T12:55:26.759245Z digest=sha256:dfef856a9ff9429fa4c1fd587932ff88114dd9aaceda4dedaf7c3d85ef3665f2

Observation 4b366a8f-676f-4da1-ac62-22a92005209e · outbound

This paper cites Paliathanasis, JHEAp 52, 100609 (2026).

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Paliathanasis, JHEAp 52, 100609 (2026)

Reference 46

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source=pdf_text observed=2026-08-02T12:55:26.763330Z digest=sha256:2662d64d8e958247b7d497e19f7f43ee3765b52b81449ca52261427b02f2f427

Observation 9b4214cc-9325-475f-878f-11a0bde47df1 · outbound

This paper cites Paliathanasis, Phys.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Paliathanasis, Phys

Reference 47

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source=pdf_text observed=2026-08-02T12:55:26.767238Z digest=sha256:7436196fdd7dbb6398848d3eb185eacf2dc593fe257a00675cb8ee75c3187a28

Observation c7640104-1ff2-429f-83e0-457651539bbf · outbound

This paper cites Shafiello, V.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Shafiello, V

Reference 48

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source=pdf_text observed=2026-08-02T12:55:26.771090Z digest=sha256:1231e7565da0778da4828eeb05e638650ecb043ad56c94da987dcc9aa0481130

Observation 6ff09dd8-91f4-4384-914a-9e2e19391c21 · outbound

This paper cites Giare, M.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Giare, M

Reference 49

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source=pdf_text observed=2026-08-02T12:55:26.774891Z digest=sha256:18112391fad875b5fb12bcd942ada8efb07b2156260fb71983c68ce0d65a1471

Observation 6ff66b2b-a256-429f-b5b1-5106274ef12a · outbound

This paper cites Chevaller and D.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Chevaller and D

Reference 50

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source=pdf_text observed=2026-08-02T12:55:26.778701Z digest=sha256:5692d0681f642285ea8280625605793597d9bb55e18d76c4845fbee15905f208

Observation eea1b569-3ba9-43c3-9305-5e8363db120b · outbound

This paper cites Linder, Phys.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Linder, Phys

Reference 51

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source=pdf_text observed=2026-08-02T12:55:26.782595Z digest=sha256:ebb2b831108b6a3bca8f0c7f1d4180c496241a45a85c62c8ae302e0bfc688e7e

Observation 7e4d9895-4128-4d1a-a23d-a5a26c4d0027 · outbound

This paper cites Rezaei, M.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Rezaei, M

Reference 52

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source=pdf_text observed=2026-08-02T12:55:26.786426Z digest=sha256:155843e085d60b0207894932b262082e7157f9fd2d0afd92dfa66197fec4824a

Observation b77b1e89-09a6-4c26-8f3e-37bcb62e230b · outbound

This paper cites an unresolved cited work.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-02T12:55:26.790794Z digest=sha256:3df84393d4934bb0c8c4bd27cf8f23fed2e281fc6cdde7b987923671f97d7a7a

Observation ebe7ac83-beff-4086-a832-32c6e088a010 · outbound

This paper cites Barboza Jr.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Barboza Jr

Reference 54

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source=pdf_text observed=2026-08-02T12:55:26.794678Z digest=sha256:fc0bbef30fb51d55867c2bfddd7efb9b08fecd49097c3f3917eada050a95a8c6

Observation ee079a83-e1ed-48e7-8fab-2413b10529ec · outbound

This paper cites Dimakis, A.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Dimakis, A

Reference 55

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source=pdf_text observed=2026-08-02T12:55:26.798542Z digest=sha256:f0a7e29ef3e064c5c892a29759a2042e12b6e908fdd47e286023fc336ed63a00

Observation d5212b1a-6553-480c-a3e0-35e15b9dce62 · outbound

This paper cites Linder, Astropart.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Linder, Astropart

Reference 56

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source=pdf_text observed=2026-08-02T12:55:26.802457Z digest=sha256:f37e40397ef0db3008b195e41c0e4eb98a04e887b67ffec85ba834c94c70bf56

Observation 4688b410-6d92-4e0b-bcfa-4316f6928410 · outbound

This paper cites Tripathi, A.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Tripathi, A

Reference 57

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source=pdf_text observed=2026-08-02T12:55:26.806349Z digest=sha256:e9511eee438f2ad80536b309bb8decaa218e30888cdd420732750eb3f67940e2

Observation 3ac81045-43c9-442e-8b83-c21a8fc28217 · outbound

This paper cites Escamilla, S.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Escamilla, S

Reference 58

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source=pdf_text observed=2026-08-02T12:55:26.810266Z digest=sha256:4631f5f33b8bff1e06d7277f3c5003a2e47a131550c54285d7778fc37fb57ee3

Observation 948baecf-54c9-4a8c-94a6-440ac3d58b3a · outbound

This paper cites Paliathanasis, Phys.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Paliathanasis, Phys

Reference 59

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source=pdf_text observed=2026-08-02T12:55:26.814555Z digest=sha256:385e485fb8a286c8762e47b302e7e705c0b133d4d68ceadee9a71460d8e4a1bd

Observation 495cb355-4081-42a1-9205-c347d6176eda · outbound

This paper cites Shafieloo, A.G.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Shafieloo, A.G

Reference 61

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source=pdf_text observed=2026-08-02T12:55:26.822595Z digest=sha256:6c09a19286c26e6fd8bafc03c255ea6345b2c46651233dc2d1bfcebc4fe4dec0

Observation c4e9608f-301e-473e-a150-2b1d13532d1c · outbound

This paper cites Seikel, C.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Seikel, C

Reference 62

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source=pdf_text observed=2026-08-02T12:55:26.826868Z digest=sha256:d6dd13b0e9aaf19fc00ef7891ba9979447ef115d49bcd44a92c3b9dd33b85475

Observation bcb39ec9-99ed-4a04-b32b-63720af43607 · outbound

This paper cites Yang, Z.-K.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Yang, Z.-K

Reference 63

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source=pdf_text observed=2026-08-02T12:55:26.830829Z digest=sha256:7fb6cf4d67cbe7cd41599dc6fd181d1476cdcf5f1443ba33786d4629eab9932e

Observation cb1cfc52-4fd4-41c1-8b07-0d71fa2fa6b5 · outbound

This paper cites Zhang and J.-Q.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Zhang and J.-Q

Reference 64

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source=pdf_text observed=2026-08-02T12:55:26.834436Z digest=sha256:472a4a21ee00d853f576ac10e02d8f37cbb625db15eb07ad20246346f304bb50

Observation da1ebbfc-5fed-4741-8b33-5a0be6331cce · outbound

This paper cites Jesus, R.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Jesus, R

Reference 65

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source=pdf_text observed=2026-08-02T12:55:26.838137Z digest=sha256:ce7c8890e635999a8f957144a3f7d4d9356b6738035f1558eb92e64437f91d10

Observation 25068cc0-1ba5-43b9-b53e-919861ff370d · outbound

This paper cites Yennapureddy and F.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Yennapureddy and F

Reference 66

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source=pdf_text observed=2026-08-02T12:55:26.841921Z digest=sha256:f17313282917bee451880e2ede299ef8ee2d21b77cebf5cc7e3cfea07e74a3a2

Observation c1f5cbc2-b7c6-4142-842d-a4bab945d53c · outbound

This paper cites Bernado and J.L.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Bernado and J.L

Reference 67

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source=pdf_text observed=2026-08-02T12:55:26.846245Z digest=sha256:af47e5c315aca2421743182eb67673f6eb931f8d61c6d562faa2a3bcee8fb4a5

Observation d0c21a69-29b4-49e3-974e-4087428cc140 · outbound

This paper cites an unresolved cited work.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Unresolved cited work

Reference 68

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source=pdf_text observed=2026-08-02T12:55:26.850200Z digest=sha256:e99a72c364e5620864fbf6009e5dcb632244b5c9368a0e21dde6e60c8730c527

Observation 0ee08751-0600-470c-96f3-2e0e3ab61d62 · outbound

This paper cites Ren, S.-F.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Ren, S.-F

Reference 69

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source=pdf_text observed=2026-08-02T12:55:26.854162Z digest=sha256:ce2bfc9f9c504d6b0c2fddec0f17601a597e3209e40d4c714506cac249584be1

Observation e8bb0544-6797-41cc-b066-544d07f69ab3 · outbound

This paper cites an unresolved cited work.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Unresolved cited work

Reference 70

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source=pdf_text observed=2026-08-02T12:55:26.858297Z digest=sha256:75fcbabdb4ecce4646b8dfa979f38a46154ad9689fac414f516e838ac1b27664

Observation 9c7b29f2-5b9c-4571-9209-be79404e70fa · outbound

This paper cites Wang and X.-H.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Wang and X.-H

Reference 71

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source=pdf_text observed=2026-08-02T12:55:26.862141Z digest=sha256:ced7c1048d3030869a98cca75ae84734bcfc9c64ff7f309d2095bfe5cc2b0627

Observation 8c5a653f-c9e7-4067-bcca-06a048661e5f · outbound

This paper cites Dhawan, J.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Dhawan, J

Reference 72

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source=pdf_text observed=2026-08-02T12:55:26.866001Z digest=sha256:4e40a09d0a378a2472f9d9200ae552daba3466f4bba85dd0e889080cf67c1ea7

Observation 16bc3886-4250-483d-a2cc-5ee5762f043e · outbound

This paper cites Zhang and H.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Zhang and H

Reference 73

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source=pdf_text observed=2026-08-02T12:55:26.869956Z digest=sha256:8a097b1f66df0205f070593722d9e332ebdc0b4d695af8cadb7b91d946976121

Observation b33e09e9-9e31-4c8f-99b2-f2dc9bcce7bf · outbound

This paper cites Johnson and H.K.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Johnson and H.K

Reference 74

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source=pdf_text observed=2026-08-02T12:55:26.874467Z digest=sha256:ad7c12c7195d10f804110c368d037455c1e933438c07ece5cbc56fbfb7c50761

Observation f1f79f96-3fd4-49a4-b9d7-563893dc63d4 · outbound

This paper cites Reconstruction of the Quintessence Scalar Field Potential Using Gaussian Processes.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Reconstruction of the Quintessence Scalar Field Potential Using Gaussian Processes

Reference 75

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source=pdf_text observed=2026-08-02T12:55:26.879059Z digest=sha256:708eb62d2546f90548d2a4344de7076f22fe26badf9a93e84739a0c205c7fa12

Observation 235d23ca-c582-4506-9c58-3f3e41ec53cb · outbound

This paper cites Wang, X.-J.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Wang, X.-J

Reference 76

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source=pdf_text observed=2026-08-02T12:55:26.883456Z digest=sha256:7f08e03f9455b0df546026f97a85d3302199a1d3108b4c07f8c6fc5aa3f44a5c

Observation 9072c5b7-8de5-403b-a557-87cb0eb77b67 · outbound

This paper cites Zhang, Y.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Zhang, Y

Reference 77

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source=pdf_text observed=2026-08-02T12:55:26.887581Z digest=sha256:5763d7b87042fc0a7844db99ca70824df8283639b1605823f2cfe598233351bc

Observation 8c74aa1a-78a5-4f7d-98f9-8f3c12f9ac6a · outbound

This paper cites Gomez-Vargas, R.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Gomez-Vargas, R

Reference 78

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source=pdf_text observed=2026-08-02T12:55:26.891881Z digest=sha256:0c1c19cc2bfad1f5f9779c4add024fae49987a9e46fe929b9ff5cbba7c51a78b

Observation c5735e96-7492-432e-a82b-9f19bd49a0ab · outbound

This paper cites Dialektopoulos, P.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Dialektopoulos, P

Reference 79

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source=pdf_text observed=2026-08-02T12:55:26.895750Z digest=sha256:3ab0e666c403dbb3271c8c25cb184db92ef5b01dacb671f32c1a99605ee6f67f

Observation 86d9c4b7-5af8-4f49-a391-1f23614e0d0d · outbound

This paper cites Dialektopoulos, P.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Dialektopoulos, P

Reference 80

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source=pdf_text observed=2026-08-02T12:55:26.899729Z digest=sha256:52d2865c2b8d5676173585b8f245e3cad9d886e6caf4bbc840d87559c024914b

Observation b9c59513-22a8-4d82-a13f-6d006b2ae31e · outbound

This paper cites Mukherjee, M.G.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Mukherjee, M.G

Reference 81

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source=pdf_text observed=2026-08-02T12:55:26.903491Z digest=sha256:1ca2fb051184e47e535bf7718c3305cadc98320e0ec5b1b8bcf430856a10dbb1

Observation 3ce9e916-49d4-45c9-90a4-c751ef769561 · outbound

This paper cites Mukherjee, K.F.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Mukherjee, K.F

Reference 82

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source=pdf_text observed=2026-08-02T12:55:26.907413Z digest=sha256:90c1520c5592c42019575b9f7c5e81cbc8a238fe66334218090243a3a6ea48ec

Observation 79840bb7-d059-49d8-9212-a2b6bd17e897 · outbound

This paper cites an unresolved cited work.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Unresolved cited work

Reference 83

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source=pdf_text observed=2026-08-02T12:55:26.911689Z digest=sha256:7cf401099a6154446f0f3aadbb5c082514fc20430d5dc0f9b704005c877f3144

Observation 5032daeb-5db0-4b88-a73e-4ed2bf25bcc5 · outbound

This paper cites Thummel, B.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Thummel, B

Reference 84

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source=pdf_text observed=2026-08-02T12:55:26.915844Z digest=sha256:15b7c9d0b8a522bec80ca06e4b2dfb3650414c372fea910481b68e1a7ee3abb5

Observation 6391e8fb-e9cb-4b5f-a4bb-e20d0ff80e8b · outbound

This paper cites Zhang, G.-J.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Zhang, G.-J

Reference 85

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source=pdf_text observed=2026-08-02T12:55:26.919810Z digest=sha256:86b4e0102ac45a736ea582cdd34fbb1f437dcf41c48fbbac82eb7ecbe71ae8a5

Observation 1b5d46c0-3ffd-4021-9d96-bb7eea47ff48 · outbound

This paper cites Zhang, Y.-C.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Zhang, Y.-C

Reference 86

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source=pdf_text observed=2026-08-02T12:55:26.923856Z digest=sha256:a509640a46c9aca9f70a240c541235619274e46bd53599d937ffeccbe7863b5d

Observation e93b198f-162d-404a-b1fa-d543d59610ad · outbound

This paper cites Mukherjee and A.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Mukherjee and A

Reference 87

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source=pdf_text observed=2026-08-02T12:55:26.927960Z digest=sha256:8640a1942aa829d1b88f751eafdef0853a2317665443a56e1c9fdad4ab1e21d0

Observation dcd8a906-499b-46d4-ac0c-4d91af172c46 · outbound

This paper cites Raissi, P.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Raissi, P

Reference 88

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source=pdf_text observed=2026-08-02T12:55:26.932013Z digest=sha256:fd8c584d625e3b293ccc4a1406ca240e635f7b2be4c19a516a4a432aff5bea1b

Observation 2e266b6d-44e8-433f-aa07-0f44f5aced1a · outbound

This paper cites Liu, PINN with Python: An Introduction, Scientech Publisher, Mason, USA (2025).

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Liu, PINN with Python: An Introduction, Scientech Publisher, Mason, USA (2025)

Reference 89

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source=pdf_text observed=2026-08-02T12:55:26.935731Z digest=sha256:eb58bbd5ad192cf4b92ede241eec8b07edc4bb76f65d5c8c50f4bedc59e31126

Observation 2d00774b-f8b8-489d-9911-6dc852761667 · outbound

This paper cites Chantada, S.J.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Chantada, S.J

Reference 90

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source=pdf_text observed=2026-08-02T12:55:26.939458Z digest=sha256:06cfe60fe937a7c34078e2d548cdda53c12d2b26fd9cd4fd19a6a05b42fa8f98

Observation 7cacf306-3057-4172-8ec0-f7023729c9ea · outbound

This paper cites Yarahmadi and A.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Yarahmadi and A

Reference 91

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source=pdf_text observed=2026-08-02T12:55:26.943747Z digest=sha256:fddcdf3b0981f48ff677a11ae4078172dddcc5171ce272648894602d36cdd78b

Observation 3ddbc113-32f6-4ed3-9174-6ed157d75106 · outbound

This paper cites Yarahmadi and A.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Yarahmadi and A

Reference 92

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source=pdf_text observed=2026-08-02T12:55:26.947633Z digest=sha256:97f6ee948107875b6c54e89c1a48d06c3d209c87ac25361f772941644e2091b0

Observation 35ae120f-8a60-42d6-845c-e38ee47aafb0 · outbound

This paper cites Cosmology-informed Neural Networks to infer dark energy equation-of-state.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Cosmology-informed Neural Networks to infer dark energy equation-of-state

Reference 93

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source=pdf_text observed=2026-08-02T12:55:26.951456Z digest=sha256:8f3d7f413672b5269d415a93e505f3d83d269a0d55cebf2aefe8a416ffee7e2f

Observation 769d1141-5ef9-462b-a9cf-c6cf0c13584a · outbound

This paper cites Gomez, A.T.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Gomez, A.T

Reference 94

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source=pdf_text observed=2026-08-02T12:55:26.955506Z digest=sha256:cc4990c68e9928902ff484547e08457f470ce65113b31032571ef841085344f6

Observation 3e650062-ccf2-4689-883f-37549379eb62 · outbound

This paper cites an unresolved cited work.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Unresolved cited work

Reference 95

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source=pdf_text observed=2026-08-02T12:55:26.959338Z digest=sha256:8398b9ed9f7c21b4162f53b9f1419c90be8a176ddb7afce9bd4c64b98a098928

Observation b9eeff10-b1e2-44c2-a2a6-20907a46a2cc · outbound

This paper cites Aghanim et al., A&A 641, A6 (2020).

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Aghanim et al., A&A 641, A6 (2020)

Reference 96

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source=pdf_text observed=2026-08-02T12:55:26.963196Z digest=sha256:e2af98e63acd78444d191fc954d42d540f8852fe399ad3969261b9e7f2d81410

Observation 8e226d44-eee7-42a0-b6b1-9c48ddbc3a96 · outbound

This paper cites Setting the Stage for Cosmic Chronometers. II. Impact of Stellar Population Synthesis Models Systematics and Full Covariance Matrix.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Setting the Stage for Cosmic Chronometers. II. Impact of Stellar Population Synthesis Models Systematics and Full Covariance Matrix

Reference 97

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source=pdf_text observed=2026-08-02T12:55:26.967207Z digest=sha256:7f57ae60c9eb4e330c4ac7d8c640c29c9d1ebb44f31b4a1b3d2188f5842a7ed3

Observation 7940b847-265d-4d53-bb25-6077f4ca9b66 · outbound

This paper cites Vagnozzi, A.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Vagnozzi, A

Reference 98

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source=pdf_text observed=2026-08-02T12:55:26.971297Z digest=sha256:17ab50becb76426d2a6c618669cba50838ce24907508a9ef701122dfe637212c

Observation f0693f79-0b43-4a71-85d1-4b9a339c2d12 · outbound

This paper cites DESI DR2 Results II: Measurements of Baryon Acoustic Oscillations and Cosmological Constraints.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction DESI DR2 Results II: Measurements of Baryon Acoustic Oscillations and Cosmological Constraints

Reference 99

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source=pdf_text observed=2026-08-02T12:55:26.975478Z digest=sha256:692f36aa6ab56406f457a2ed4e11980aff347a3a66cb3db2214eb3b2fda70817

Observation 5e804697-9247-4376-9992-a0af64971986 · outbound

This paper cites DESI DR2 Results I: Baryon Acoustic Oscillations from the Lyman Alpha Forest.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction DESI DR2 Results I: Baryon Acoustic Oscillations from the Lyman Alpha Forest

Reference 100

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source=pdf_text observed=2026-08-02T12:55:26.979582Z digest=sha256:0d391380403fa5b5cea73b7cf0de59cc3e9835af6819bb8cd94e5527953bcd96

Observation a55cc0c8-6c3d-466d-85d3-192e5c261216 · outbound

This paper cites Brout et al., The Astrophysical Journal 938, 110 (2022).

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Brout et al., The Astrophysical Journal 938, 110 (2022)

Reference 101

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source=pdf_text observed=2026-08-02T12:55:26.983476Z digest=sha256:d339efeaa8c52aa6c6d4767244f5d60e08614bd3d76776ebdb2fca416e984b2d

Observation 7d47032a-a87d-4f67-b6ab-2c5a1d3a35fe · outbound

This paper cites Union Through UNITY: Cosmology with 2,000 SNe Using a Unified Bayesian Framework.

Cosmo-PINN: A Physics-Informed Neural Network for Cosmological Reconstruction Union Through UNITY: Cosmology with 2,000 SNe Using a Unified Bayesian Framework

Reference 102

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source=pdf_text observed=2026-08-02T12:55:26.987235Z digest=sha256:d9f06239f7d00808a95b306f8b58727f77e6dce48e96a0c9a978e632902b47ff

Pith citing papers

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