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Paper Citation Record · LEDGER

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

As of 23 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

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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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Observation 6477171d-c417-44e4-acd4-4d7c1e2fce2b · outbound

This paper cites Paliathanasis, T.

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

Reference 31

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This paper cites Deffayet, X.

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

Reference 32

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This paper cites Faraoni, Cosmology in Scalar-Tensor Gravity, Springer Dordrecht (2004).

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

This paper cites Buchdahl, Mon.

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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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=sha256:5d1da17caedbfe9c609e57f4faac631096fd37594c71df6850c6f0e4baa26e25

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=sha256:6ff4cc3a850dbd453dd85af4798ea817eda933a8f515595113f2a1b051e2e950

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:c5c2de1a5c8bbdf17d6a34be695b7a8a9a3e7f7c3dd3256ac1c651b4132db0e9

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=sha256:2db6eff12ec21d65d8989897d483736d6e9bcdf71c74e85d7479aa63d456383e

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=sha256:349db341e0c705c6c85ba65f4ce537021445729c1675997fb3e6e64cb886eba8

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=sha256:5d709f079f5b565b5941cb3ca8110d9177da7e55c6bb5c63df3d3c2d6a102cfb

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=sha256:22f3788f506f574f710da4b3586340cec73a0f1759d483364d7e225f6e64f786

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=sha256:6e3df1a95e58ed5fc0887fd13137fcaefd86a4afefcfcfab3c7ac888a7d26504

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=sha256:2d91121889e248593fa560e3e3fe14a5d58a7733f82d76e8386bed94dc78ba51

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=sha256:08eb1f75d555ea5f8c12549954d7d6d457cd4d33a1b480117cd6077d801a0b8e

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:ca357d01e7ed9574b61378e9d139d7274c65fbf21f0d8fd7c311840737683dee

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=sha256:4171b302c35e423994c310e6d25747fa7e731aea38fe9fb56470918784ba7b03

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:b7f400ea9144d6c80e66c7a82b1a7ef4000d13d5a8f15dddf255ca53337a2334

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:a2a59807af10ec906022823053247b7ad7a6c44fc51ad30b9ad20a2a0bf0d856

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=sha256:02650f41567bff35cf4c6e079b47c0f13d81b5264a997aca121bc4f19c8b1ccd

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:bc971331a3b2230f30dce6f3d1d8c13cd18828fd492c219e62f857befb1d3c36

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=sha256:80b04bda1faa396c3e1aa0f07f4646d70f3b4e461409ee7d88097cf76b56c62f

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:de0745e9841ad535ce8ca579d532eaa203a3c505905c31e460bbad14866c6895

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=sha256:61b0fef30871516197b567c771bf1977bcd5a73b75c6d84518c410298f295f7c

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=sha256:6d105a71504077c18fa7891510d6ee724c8229520f3958c7b25bad05f3279cb4

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:f6642966f1753407cfd9907cba5f5a3e76836ba481b987fe1e38aca205c6a813

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=sha256:6e8f3180c4902dd165a2f9a650daad114cb1506d61f937dd1f06579b75a07f0e

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=sha256:1c888f8d0af300115fc6fc373ed0ebe4aeb00a379ed6cdbd70637cc362712e19

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:c9dde531dc06a46be8b2470c0f79a8a429ff26b04d996586c355b6a95e16c9b5

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:b1d4ed86c10023e05d564cbad20974c82636491978fd790db89090bec92c7b36

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:bfe709d588a39d73ec909cc40b7df81ada390565755b5ff178b175177f6cd463

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:d12ed228eba741255c80d49b7bd9bf719d88d57f18916c877d138e5971f24cdf

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=sha256:26b32e7651e6f954378680451ab559277fca2d55b691d8ff17106b0c4b1eb888

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=sha256:9469426e2de22781e3d72e8de8a147387c2dbab8d3ab2559749f0752ed1c0959

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=sha256:8360c6e6dd1902b8c24f452a5f0fc605b157ba283ba1296bce85214df379936d

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=sha256:800600ac7a7d7eb7bb857dad48fe9743fe325f354d78afb542e67b83d32e4031

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=sha256:040ca0fdcac4d07989b8106443b316948e9744af9d8bf10f2abed928f580beb2

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:cd229d49b097ada363f0e5969a2dc311e932d579f638774a924c4cce7ccc0abd

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:e6bd490b8d2b6dc51958e4aa5be6516a7e9dcaa0b7120b126dbe65a64a79f06b

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=sha256:10bd23fa1af1174e5577f5d2f31aa2e49bc05fd003dacf9b4e89cf647bccc0a6

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=sha256:42e7021cdf94925cac76696796cfe5dc011eefb9babffd6ced5e22475864406b

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=sha256:047a3ea5762cf856a1d5dc71afba91d0e9a791856194a3187b4b0187e9e0d209

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=sha256:952972153ae431ae0b21e87b74013cdf21065e757668056b89eb60f944dda7d0

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=sha256:7fd9b3fad4dec79154e49a1f10d975cb9b61e5f2274dbbfc063e6b926abc9fe1

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=sha256:9dc8722f5b0007b4f60c1e57b486a67603bf1bd3c248778b14eae6bd2f2bb7f4

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:a615c801e7042c841b32351982e4625251ed0887d0dff7d6214396b914604aea

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=sha256:396591cd73ada7f5afbd899d26501b6e8b9f1b6143b4af28689adec3580784ce

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:a82a68df2a8cff65a6e4189dc930838c33b565926c11b47e56c206b7e780310d

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=sha256:88d81297d06c85bb255dfcf102a92fed766f4dcfcb7c2fa39672654596c0b659

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:c5169ed2bcce3bacd61637c6ceca2ba4a836837463c8e9abb0ea405513982195

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=sha256:5bc7f417986a0c241f8531ca46c0654f9084a2c966ee2c7d54bbc7e16ddc3e97

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=sha256:117e74575db6fdcbbf373a17d39167893885920efcecd424be2583285b3aecec

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:dca5285e5dc30d2f49590d671ecc013dc1d29bca854a8855c0ec79e847076d1e

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=sha256:9e67f6e2471efe5222aca2c2b2cf483d815e49c1059a1dd8f90ec3e6b88e3b51

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:e6dd71be215afe1eeafca9fb8ae5f80998427c27581a11c52aff98ca90c35946

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=sha256:49efd6107fd355b7df63650cf1f2badfb271e0800f3c26c178c41cbe42bb87df

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=sha256:9ea1b2e9c4e3007800ff4fc6642533cc13a3ee6c036caeb08d426d516df0b82c

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=sha256:4811a5af74fae072c618fd170929dc5c6ade4a11b6b6df5daacc1e3d487aabb1

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=sha256:4ad2182ecc31a88a67b5963d0bc6a161ec130c42c6eb11cb46c22aa0b9e9a8c7

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=sha256:15cf4613292ebeafc2d232b9ba8986184ab3c7c6b5ddc438de7847b2648de1e5

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:d581c41910987046c13ebf3c3c0cf357b76a94e42bad5b36dfeca8c9d8a0a8fa

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=sha256:1d3e8aa78f851f0f6811a42e5e3f5eae194db729ea04dd3e5daad4ee761c6ab5

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=sha256:66f27fb7c17114e37420de868178c93f2f2fcdc03e7fc18263fde1f8af99667a

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=sha256:0569b3e01ddef238b656d64237b5c11864c6eb83c6b86cb3404a92aa54e1abed

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=sha256:107ad37f8dad42993f7a9310669692c5f109fa53f069cf6b8ecd136e1b38d2ee

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=sha256:8106365e24329bb24103b9fc27523bdb5c732b933169a42b9eede7b205f9925d

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=sha256:5584fad78dc0d202eff338fc81d91b99c9095c80f3494994f38522666c85e30c

Pith citing papers

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