Paper Citation Record · LEDGER

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules

As of 19 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2502.05970.

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

pith.paper-citation-record.v1
2502.05970 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:14:51.271273Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-08T17:38:30.092429Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-11T17:21:10.403138Z

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy30
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c896a845-a61b-40ef-b01e-5c8b7031d487 · outbound

This paper cites Accounts of Materials Research 3(3), 343–357 (2022).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Accounts of Materials Research 3(3), 343–357 (2022)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.677824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 11befd04-a687-47a9-9e80-e5c6e5c994f1 · outbound

This paper cites Science 361(6400), 360–365 (2018).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Science 361(6400), 360–365 (2018)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.667480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 55a826ba-e348-4ce5-b1e1-c41f914735b6 · outbound

This paper cites Wiley Interdisciplinary Reviews: Computational Molecular Science 12(5), 1608 (2022).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Wiley Interdisciplinary Reviews: Computational Molecular Science 12(5), 1608 (2022)

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.657499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b7caee87-930b-40bb-92d6-68c3e2daf67f · outbound

This paper cites Chemical Science 11(19), 4871–4881 (2020).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Chemical Science 11(19), 4871–4881 (2020)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.648561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2fe00f8f-2eeb-430c-9320-4df62f8e6c4f · outbound

This paper cites npj Computational Materials 7(1), 140 (2021).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules npj Computational Materials 7(1), 140 (2021)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.639722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bc7575ca-5cb8-4a22-a38d-16af132df96a · outbound

This paper cites MatterGen: a generative model for inorganic materials design.

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules MatterGen: a generative model for inorganic materials design

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T17:14:51.151356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86aa63b3-ed14-4f6d-9e71-ca97a21bdfbd · outbound

This paper cites Scalable Diffusion for Materials Generation.

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Scalable Diffusion for Materials Generation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T17:14:51.156162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b97ca929-390b-4989-a2dd-79d5af867c89 · outbound

This paper cites Crystal Diffusion Variational Autoencoder for Periodic Material Generation.

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Crystal Diffusion Variational Autoencoder for Periodic Material Generation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T17:14:51.159360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb5ac697-04ab-4222-8d3b-f255bb416940 · outbound

This paper cites Accounts of chemical research 54(2), 263–270 (2020).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Accounts of chemical research 54(2), 263–270 (2020)

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.630998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c4b5203c-69da-40fb-af2a-b79dcfdf53f1 · outbound

This paper cites npj Computational Materials 6(1), 138 (2020).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules npj Computational Materials 6(1), 138 (2020)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.621815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7743cca0-81ff-4bc7-b972-da066a208515 · outbound

This paper cites Npj Com- putational Materials 7(1), 77 (2021).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Npj Com- putational Materials 7(1), 77 (2021)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.610966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 79e34ac9-796d-4912-9d56-5e76857a4ceb · outbound

This paper cites The journal of physical chemistry letters 9(7), 1668– 1673 (2018).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules The journal of physical chemistry letters 9(7), 1668– 1673 (2018)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.601635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dbab90a0-aa43-402b-a10a-02e4c8d3d095 · outbound

This paper cites npj computational materials 7(1), 83 (2021).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules npj computational materials 7(1), 83 (2021)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.592177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2fbd895f-8b72-4068-941c-883be70861f0 · outbound

This paper cites npj Computational Materials 2(1), 1–7 (2016).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules npj Computational Materials 2(1), 1–7 (2016)

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.583095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 27424994-fb30-492e-96c2-fa74a37e84f0 · outbound

This paper cites an unresolved cited work.

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-08T17:14:51.572977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8ba2694a-7cde-4fca-a8ec-4dbc1fdf2494 · outbound

This paper cites Digital Discovery 1(3), 266–276 (2022).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Digital Discovery 1(3), 266–276 (2022)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.563632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ad830f5f-1f72-495e-938c-6580b5e9dafa · outbound

This paper cites npj Computational Materials 10(1), 144 (2024).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules npj Computational Materials 10(1), 144 (2024)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.554371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cb7f2a4a-ceb1-43b1-ad5f-c80215079c71 · outbound

This paper cites Probing out-of-distribution generalization in machine learning for materials.

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Probing out-of-distribution generalization in machine learning for materials

Reference 18

Resolution: metadata mismatch; local_arxiv, observed 2026-08-08T17:14:51.318644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 87de02f1-4b87-4b22-81b8-d8939b7e551d · outbound

This paper cites : Can machine learning identify the next high-temperature superconductor? examining extrapolation performance for materials discovery.

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules : Can machine learning identify the next high-temperature superconductor? examining extrapolation performance for materials discovery

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.544184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c80a15b2-1e35-4427-b4e2-392a7234b537 · outbound

This paper cites Digital Discovery 2(5), 1425–1435 (2023).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Digital Discovery 2(5), 1425–1435 (2023)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.533507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6e2f7874-f00b-41e2-8827-5347548ccab9 · outbound

This paper cites MatterSim: A Deep Learning Atomistic Model Across Elements, Temperatures and Pressures.

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules MatterSim: A Deep Learning Atomistic Model Across Elements, Temperatures and Pressures

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T17:14:51.203256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5bf2c07-731d-4350-bb04-ca94bd1e95bb · outbound

This paper cites Nature 624(7990), 80–85 (2023).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Nature 624(7990), 80–85 (2023)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T17:14:51.207428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a67371e3-d0ec-4d23-8eda-58965796e7eb · outbound

This paper cites A foundation model for atomistic materials chemistry.

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules A foundation model for atomistic materials chemistry

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T17:14:51.210451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98a743be-1b21-4d49-894d-8bcbe613a365 · outbound

This paper cites In: International Conference on Learning Representations (2023).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules In: International Conference on Learning Representations (2023)

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.516675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8ed87fbc-562b-4af5-a701-df0351d9bd61 · outbound

This paper cites Computational Materials Science 58, 218–226 (2012).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Computational Materials Science 58, 218–226 (2012)

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.506203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6a86b8c4-3fcd-4cdb-8616-789b5da18709 · outbound

This paper cites APL materials 1(1) (2013).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules APL materials 1(1) (2013)

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T17:14:51.221247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56d38105-b9a4-49f7-92ae-fa37731c1802 · outbound

This paper cites https://citrination.com/ datasets/153092/show files/ (2017).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules https://citrination.com/ datasets/153092/show files/ (2017)

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.491336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 71dcb533-fa74-4e3b-ab62-330e65df28f9 · outbound

This paper cites Scientific data 4(1), 1–12 (2017).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Scientific data 4(1), 1–12 (2017)

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.479669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d37088d8-c9bf-48f7-b903-7f0f15bd5fab · outbound

This paper cites Journal of Chemical Information and Modeling 64(1), 9–17 (2023).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Journal of Chemical Information and Modeling 64(1), 9–17 (2023)

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.469453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a7115d28-920d-4443-b0a1-ab09f4f2666f · outbound

This paper cites Machine learning 45, 5–32 (2001).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Machine learning 45, 5–32 (2001)

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T17:14:51.234129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85836b41-8a94-4742-89fd-8b601513e798 · outbound

This paper cites Atmospheric environment 32(14-15), 2627–2636 (1998).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Atmospheric environment 32(14-15), 2627–2636 (1998)

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.453209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3dbaea05-03dd-454b-bb2c-cb646ae448eb · outbound

This paper cites O’Reilly Media, ??? (2019).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules O’Reilly Media, ??? (2019)

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.443799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8c4e73f2-38e8-4c6d-be23-ca99ef28586c · outbound

This paper cites an unresolved cited work.

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T17:14:51.243102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5252e2c-0e22-4118-9d8d-59173d4e372c · outbound

This paper cites https://www.rdkit.org.

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules https://www.rdkit.org

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.428918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f1eca385-e26d-4dc4-ae2f-97ffe2731ece · outbound

This paper cites Annual Review of Materials Research 53(1), 399–426 (2023).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Annual Review of Materials Research 53(1), 399–426 (2023)

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.417975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e67d508a-f588-44d9-8d9b-cd007d627815 · outbound

This paper cites PhD thesis, Stanford 21 University (2018).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules PhD thesis, Stanford 21 University (2018)

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.408205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 46c5fa9b-b572-4a75-956f-93a706ce9d39 · outbound

This paper cites Chemistry of Materials 28(20), 7324–7331 (2016).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Chemistry of Materials 28(20), 7324–7331 (2016)

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.397989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 049df9da-5952-4517-9082-dbbca8aab816 · outbound

This paper cites Computational Materials Science 152, 60–69 (2018).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Computational Materials Science 152, 60–69 (2018)

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.388466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fb6c234d-4258-407f-85db-5e015d2b38df · outbound

This paper cites Physical Review E—Statistical, Nonlinear, and Soft Matter Physics69(6), 066138 (2004).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Physical Review E—Statistical, Nonlinear, and Soft Matter Physics69(6), 066138 (2004)

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.378681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 32e2914f-2dac-41a4-bba2-ede3d178acdd · outbound

This paper cites Journal of statistical planning and inference 90(2), 227–244 (2000).

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Journal of statistical planning and inference 90(2), 227–244 (2000)

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.368072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9ef3e5a9-2134-488f-8e93-1ebd7f6a99f0 · outbound

This paper cites Neural Information Processing Series, pp.

Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules Neural Information Processing Series, pp

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T17:14:51.357275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation b272d1e3-9e53-4272-98d7-36524ef8ca82 · inbound

From Knowledge to Action: Outcomes of the 2025 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry cites this paper.

From Knowledge to Action: Outcomes of the 2025 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry Known Unknowns: Out-of-Distribution Property Prediction in Materials and Molecules

Reference 176

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:21:10.407553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.