Paper Citation Record · LEDGER

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications

As of 20 August 2026, this Paper Citation Record lists 100 of 137 outbound references and 7 inbound Pith citation observations for arXiv:2506.21935.

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

pith.paper-citation-record.v1
2506.21935 v2

Coverage vector

measured 100 of 137 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:23:17.541677Z

measured 107 of 107 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T05:45:47.307353Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

100 of 137 outbound references displayed

verified exact5
verified fuzzy16
unresolved78
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

2
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation c63feaf7-6c59-4868-8e53-8de9a9094e51 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:08.406686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c8cfd8c-602d-4bf3-8837-413dece1c0f8 · outbound

This paper cites XXX . model.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications XXX . model

Reference 2

Resolution: malformed identifier; no resolver link, observed 2026-08-06T22:23:08.447134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ab6184d-4983-47ae-af97-9c29d33db5dc · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:08.973527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e49377e8-256f-437a-b533-3c170a6d9289 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:08.997635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2b4f2ff-5871-4830-a6a5-c9378387d980 · outbound

This paper cites Behler and M.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Behler and M

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:08.743899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8e720cf-0630-4937-9bd6-3efbb1098c4b · outbound

This paper cites lay- ers.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications lay- ers

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:08.609697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac41170e-9e05-459a-89b4-8aee507c6028 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:08.865766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e9cf7e6-55a9-4fac-ad20-2fe4e6a315dc · outbound

This paper cites Batzner, A.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Batzner, A

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.159175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1a89a7d-cdbe-4e76-8d9b-8263d9545cd4 · outbound

This paper cites Drautz, Atomic cluster expansion for accurate and transferable interatomic potentials, Phys.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Drautz, Atomic cluster expansion for accurate and transferable interatomic potentials, Phys

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.047310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10eabd76-e297-42e7-8327-cab189f3941c · outbound

This paper cites Batatia, D.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Batatia, D

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.098188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40e28207-ba7b-4813-8ece-0e5697864b49 · outbound

This paper cites Sch¨ utt, P.-J.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Sch¨ utt, P.-J

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.120866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3abf914c-8240-4b23-85c2-45986514c0aa · outbound

This paper cites Bochkarev, Y.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Bochkarev, Y

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.307240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f28c364-d683-4eec-97b9-ed5b78026b41 · outbound

This paper cites Cheng, Cartesian atomic cluster expansion for ma- chine learning interatomic potentials, npj Comput.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Cheng, Cartesian atomic cluster expansion for ma- chine learning interatomic potentials, npj Comput

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.195837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a122448-e28e-4f2b-8cd9-23291d5b4a16 · outbound

This paper cites Musaelian, S.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Musaelian, S

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.231638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cc27da3-1cb4-4985-865f-b9f31930efc6 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.275780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e904e33e-a375-4ca9-91a7-fb1cba2f595d · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.544638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9afbab4-d5ec-4cb5-91f1-90cce767f2a9 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.338422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dda90ffe-8c00-4980-a4d1-a28bb9f631fa · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.391540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f959ce0-504d-4814-a290-a98fe3240f7d · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.452301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 690e64b1-2ada-4883-bfab-ee99f901ab26 · outbound

This paper cites Musil, A.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Musil, A

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.991346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4506f0e9-f217-459a-8ece-be5c930c18b2 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.644573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eecd2f6-8a36-4b12-b2c5-a0eac4e9ab6d · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.754738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 755e4792-e754-49c9-8dae-979a315c99cc · outbound

This paper cites Jacobs, D.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Jacobs, D

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:09.860295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fe1e09a-8c14-4ef0-87e2-382c737c5582 · outbound

This paper cites Merchant, S.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Merchant, S

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:10.575995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e963889-b6e3-4715-9dd1-dbe2bf680f1c · outbound

This paper cites Poltavsky and A.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Poltavsky and A

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:10.204368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f497297-12a9-43d7-a7da-5a58aa09b5f7 · outbound

This paper cites A foundation model for atomistic materials chemistry.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications A foundation model for atomistic materials chemistry

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:10.360647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation add9e8d0-aed1-4fe0-8c98-e75afdecd51f · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:10.479081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3438ebbc-9c77-4f1d-b23a-ecff0cd9351c · outbound

This paper cites Awais, M.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Awais, M

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:10.956779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e076095-e8ae-4d4a-9652-97599bde360c · outbound

This paper cites Zhang, X.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Zhang, X

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:10.689499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1020d1f-e888-4cc8-99bf-05f3d14feced · outbound

This paper cites Choudhary, B.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Choudhary, B

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:10.766513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4c5bbd7-e04d-4da7-ac9b-1870f42e4576 · outbound

This paper cites Chen and S.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Chen and S

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:10.878867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5eba817c-dc14-4c68-ab4f-3ee22a71216d · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:11.343442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b91ef711-ae82-42ad-8cb9-cb1dd9aa4f8a · outbound

This paper cites Chanussot, A.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Chanussot, A

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:11.029867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce718ce9-a7a4-415d-af12-9a57db460984 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:11.111166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac4db233-de82-4ac2-b930-6a836982aa9f · outbound

This paper cites Open Materials 2024 (OMat24) Inorganic Materials Dataset and Models.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Open Materials 2024 (OMat24) Inorganic Materials Dataset and Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:11.238567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4efa509a-e9f6-44e9-ae71-04e479c0576e · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:11.717560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35a633f2-4397-458e-acab-f484c5a12062 · outbound

This paper cites Takamoto, D.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Takamoto, D

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:11.442628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f04a32d-27b5-443c-a37a-8fda2cb86260 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:11.518130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 254d76f3-2724-4fdc-8d89-3823a2b9d064 · outbound

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

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications MatterSim: A Deep Learning Atomistic Model Across Elements, Temperatures and Pressures

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:11.611538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec1758fb-8f94-49d0-b61e-d1d1bb01c6c8 · outbound

This paper cites Focassio, L.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Focassio, L

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:12.078062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df14a6e4-9ac9-4fcd-b2d0-32c42e8b7fbe · outbound

This paper cites Dusson, M.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Dusson, M

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:11.827353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd006b6b-4eb9-42ef-97bf-926d8d683e45 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:11.922968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1d483b3-b34f-4ada-876a-f9895b306fa2 · outbound

This paper cites An Extendable Cloud-Native Alloy Property Explorer.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications An Extendable Cloud-Native Alloy Property Explorer

Reference 43

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:23:21.376042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6b5144d0-499b-454d-9265-9d92f2edb92b · outbound

This paper cites Universal machine learning interatomic potentials poised to supplant DFT in modeling general defects in metals and random alloys.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Universal machine learning interatomic potentials poised to supplant DFT in modeling general defects in metals and random alloys

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:12.448363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 199aab05-42d5-4fc2-ad76-bb00e42f200d · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:12.155716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63bb09b9-5a06-461f-9cdb-16c37fc44bd7 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:12.216026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 978a7958-687e-427f-ae33-783ecd634fe9 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:12.334316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a079ccd-e9c0-48a1-9644-7d942fc23af0 · outbound

This paper cites Casillas-Trujillo, A.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Casillas-Trujillo, A

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:12.850783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c5893e1-0883-471b-a35c-1a58407ecbc0 · outbound

This paper cites Universal Machine Learning Interatomic Potentials are Ready for Solid Ion Conductors.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Universal Machine Learning Interatomic Potentials are Ready for Solid Ion Conductors

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:23:21.139496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e225d708-94ae-4f6d-afde-71e3d19687ff · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:12.632868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6322ee57-eb6b-40c0-a993-2395a46f2eb7 · outbound

This paper cites Transferability of datasets between Machine-Learning Interaction Potentials.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Transferability of datasets between Machine-Learning Interaction Potentials

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:12.739411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef1c38e4-952b-4a30-977c-f35edd218b10 · outbound

This paper cites Liang, P.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Liang, P

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:13.252927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0eceb391-38e2-49d2-8e36-9b702bd9f096 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 53

Resolution: verified exact; raw_fallback, observed 2026-08-06T22:23:20.969640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7d76ce8f-d58b-40dd-91a3-5c5854315a83 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:13.089007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c097ec9-00ba-496f-b3f4-c37d847295d5 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:13.175651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c09ceba6-4ed1-4dc4-9873-056491379317 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:13.645221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4296e6a-6b2f-4790-a348-bac692ab657f · outbound

This paper cites Liang, Z.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Liang, Z

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:13.334021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f10aa082-bd84-4470-84ca-79fab68f1aac · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:13.440294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 871bb7ad-e67e-4a9e-b691-e0da8077a31b · outbound

This paper cites Zhang, B.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Zhang, B

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:13.549337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 115a2637-b770-4744-b842-e03066ec0fa8 · outbound

This paper cites Maron, H.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Maron, H

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:13.976539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04bcd822-aa01-440f-adef-5e101ac24a77 · outbound

This paper cites Torabi, C.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Torabi, C

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:13.745509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b672d1e6-a225-4d5c-9cdd-cec6fafc17c9 · outbound

This paper cites Many-Body Coarse-Grained Molecular Dynamics with the Atomic Cluster Expansion.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Many-Body Coarse-Grained Molecular Dynamics with the Atomic Cluster Expansion

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:13.813772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 842decd8-62fe-4594-97a5-e740c3f87907 · outbound

This paper cites Vignac, A.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Vignac, A

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:13.893168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2be8e20-8ebd-4a39-af6e-e912d7949b4c · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:14.399294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22adecc9-1367-4147-8d5d-3dad0a1ee386 · outbound

This paper cites Enabling Efficient Equivariant Operations in the Fourier Basis via Gaunt Tensor Products.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Enabling Efficient Equivariant Operations in the Fourier Basis via Gaunt Tensor Products

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:14.080001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dde546b6-5145-4eb5-84ea-5d2f59a0365c · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:14.156682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f3adade-db13-4813-9b8c-b4af6c70a055 · outbound

This paper cites Tajbakhsh, J.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Tajbakhsh, J

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:14.260115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 809e5f09-b317-4d48-b01f-7709e0521dcf · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:23:34.628386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c5166859-0b1d-44e3-879b-550a451f98f4 · outbound

This paper cites Zhang, G.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Zhang, G

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:35.660599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bd956b5a-294c-422e-9be6-6e32305f26e9 · outbound

This paper cites Devlin, M.-W.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Devlin, M.-W

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:35.352621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9b22636f-69cb-44c6-9e63-332687083bf8 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:23:34.970397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 164a9581-b455-48d6-abd0-ee827e9a9400 · outbound

This paper cites Moellmann and S.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Moellmann and S

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:15.088034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34dcdbd3-bf65-4f0d-a166-0408e9e055e1 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:23:34.228933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 530eb33c-2b4b-4f10-88c2-60648f7d3a7c · outbound

This paper cites Radova, W.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Radova, W

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:33.822175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation babfb38a-0d01-4e6a-927a-40639e8e30f5 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:23:33.412542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c4343df2-98dc-4c2a-a60a-3d75bcab1a25 · outbound

This paper cites Fan, NEP dataset repository (2025), accessed: April 2, 2025.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Fan, NEP dataset repository (2025), accessed: April 2, 2025

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:32.334577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 77d6d5d5-78dc-45db-9dfa-f4684d8d7a17 · outbound

This paper cites Novelli, L.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Novelli, L

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:33.024608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a3b77069-ee2c-415c-bf09-4ea283301689 · outbound

This paper cites Kulichenko, B.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Kulichenko, B

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:32.721655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9060cf17-b670-45f7-be8b-825975d4b880 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:23:32.505743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 193605a8-de27-48fa-b932-70d19453c392 · outbound

This paper cites Marx and J.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Marx and J

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:31.714206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 135ba8f3-1d51-4e32-b9be-189aedd0e158 · outbound

This paper cites Advances in modeling complex materials: The rise of neuroevolution potentials.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Advances in modeling complex materials: The rise of neuroevolution potentials

Reference 81

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:23:20.657568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cd79ee1d-b9d7-44e7-89aa-95decc5f976a · outbound

This paper cites Eriksson, E.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Eriksson, E

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:32.143006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ef1c0267-747d-4bb2-b331-b61a1ad58b1e · outbound

This paper cites van der Oord, M.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications van der Oord, M

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:31.927843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c7964235-91ad-4871-81be-82fe6e9e2a20 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:23:31.188904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation eed551ef-6de8-4e5b-8023-c81dd5ed9c97 · outbound

This paper cites Kresse and J.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Kresse and J

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:15.925765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 019353ae-fe3f-441c-aa73-d33a258ce595 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:23:31.604132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation df607aaa-e0ee-4fac-96b9-c9b831eb3df9 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:23:31.404859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 416c5e1a-0ce5-4d58-bd34-53a4ecd5bccb · outbound

This paper cites Wen and E.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Wen and E

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:30.450850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 75754dbf-dc99-4dde-a822-1c8a5fc8b625 · outbound

This paper cites Kellner and M.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Kellner and M

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:31.025491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f22fc7d9-4c86-4888-b16d-60779470ccc2 · outbound

This paper cites Edeling, M.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Edeling, M

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:30.827396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2fd293eb-cdd5-4f36-82b4-cca115aaecc1 · outbound

This paper cites Venturi, R.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Venturi, R

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:30.634862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 24e8db9a-42d1-4a68-a0ae-328697eee258 · outbound

This paper cites Jiang, T.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Jiang, T

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:29.006045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 11e5223b-6b3d-4c0e-ae00-cd37a98a7c3f · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:23:30.169539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 40edaa4a-adf1-4fff-bc38-04f3bde08021 · outbound

This paper cites Zhang, D.-Y.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Zhang, D.-Y

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:29.741566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 664923da-bf78-4fe4-a817-5041463a1bfd · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:23:29.328440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9b9d5d8c-fb3e-443e-b1a8-b4b2ffefd7d0 · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 96

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:23:28.200774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 79d2ea2b-dcc0-4b9f-bf3b-b63a53fc4dec · outbound

This paper cites an unresolved cited work.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Unresolved cited work

Reference 97

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:23:28.626096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0730ce3c-c80a-4e35-bcbf-56741eebf824 · outbound

This paper cites Uncertainty in the era of machine learning for atomistic modeling.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Uncertainty in the era of machine learning for atomistic modeling

Reference 98

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:23:20.520729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d2b546f5-54f6-4345-86cf-bebba7efbaba · outbound

This paper cites From Aleatoric to Epistemic: Exploring Uncertainty Quantification Techniques in Artificial Intelligence.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications From Aleatoric to Epistemic: Exploring Uncertainty Quantification Techniques in Artificial Intelligence

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:17.131524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7b35d96-c8c6-466a-a600-67ba75835c3d · outbound

This paper cites Zhang, Modern monte carlo methods for efficient un- certainty quantification and propagation: A survey, Wi- ley Interdiscip.

Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications Zhang, Modern monte carlo methods for efficient un- certainty quantification and propagation: A survey, Wi- ley Interdiscip

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:23:26.598666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

Observation 51bdde56-6d37-4519-80ff-e459ed3f1221 · inbound

Fine-tuning of universal machine-learning interatomic potentials for high-entropy alloys with application to 2D (Mo,Ta,Nb,W,V)S$_2$ cites this paper.

Fine-tuning of universal machine-learning interatomic potentials for high-entropy alloys with application to 2D (Mo,Ta,Nb,W,V)S$_2$ Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-04T05:45:47.307353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82c1b4c5-ab0a-4fc2-bf97-35a3cbb58ad7 · inbound

VibroML: an automated toolkit for high-throughput vibrational analysis and dynamic instability remediation of crystalline materials using machine-learned potentials cites this paper.

VibroML: an automated toolkit for high-throughput vibrational analysis and dynamic instability remediation of crystalline materials using machine-learned potentials Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:21:29.000123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b9c686de-1254-495d-9222-626e84a00fba · inbound

Lang2MLIP: End-to-End Language-to-Machine Learning Interatomic Potential Development with Autonomous Agentic Workflows cites this paper.

Lang2MLIP: End-to-End Language-to-Machine Learning Interatomic Potential Development with Autonomous Agentic Workflows Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications

Reference 73

Resolution: verified exact; arxiv_id, observed 2026-05-15T02:18:30.982309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1b603fb1-6064-4719-a766-47e756e2df4a · inbound

Six Open Questions in Machine-Learned Interatomic Potential Foundation Models cites this paper.

Six Open Questions in Machine-Learned Interatomic Potential Foundation Models Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications

Reference 166

Resolution: verified exact; arxiv_id, observed 2026-07-02T19:37:19.115616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8ef28d6b-0393-45a4-93da-e1621e83f8d3 · inbound

Fine-Tuning a Universal Machine-Learned Interatomic Potential for Oxygen Plasma Interactions with WS$_2$ cites this paper.

Fine-Tuning a Universal Machine-Learned Interatomic Potential for Oxygen Plasma Interactions with WS$_2$ Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications

Reference 42

Resolution: metadata mismatch; arxiv_id, observed 2026-06-26T13:29:29.546556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9e6bffdb-8cb1-4f51-8020-fe88b22a0e86 · inbound

Fine-Tuning a Universal Machine-Learned Interatomic Potential for Oxygen Plasma Interactions with WS$_2$ cites this paper.

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T10:41:23.485916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0f21ce5-15a2-43ed-a932-80877ee5951b · inbound

Universal Interatomic Potentials as Configuration-Space Generators for One-Shot and Iterative Fine-Tuning of Ab Initio-Accurate Material-Specific Models cites this paper.

Universal Interatomic Potentials as Configuration-Space Generators for One-Shot and Iterative Fine-Tuning of Ab Initio-Accurate Material-Specific Models Fine-Tuning Universal Machine-Learned Interatomic Potentials: A Tutorial on Methods and Applications

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-06-26T11:39:25.258416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.