Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T05:12:09.775928Z
Paper Citation Record · LEDGER
As of 23 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 13 inbound Pith citation observations for arXiv:2504.21286.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T05:12:09.775928Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:36:33.393045Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
80 of 80 outbound references displayed
External citation measurements
9
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Observation b8247a56-b200-4cf3-b60f-80a48dfc1517 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Behler and M
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0b384ad-874b-487e-aa56-55532c684d56 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 66e17558-4da6-42db-a920-9b298665e995 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Behler, Perspective: Machine learning potentials for atomistic simulations, The Journal of Chemical Physics 145, 170901 (2016)
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ac9794d-257f-4d7c-91e1-f2f07a4a1d08 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements No´ e, A
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation aeb45fd0-db47-4a55-9140-22fe8fdfaf94 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c5755a2-88aa-401e-b372-ffce44f6e59c · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30d77bee-ba3b-481e-9391-7fa6f6141bf0 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Mishin, Machine-learning interatomic potentials for materials science, Acta Materialia 214, 116980 (2021)
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8520bae-4ef5-4c3d-b74e-ccb05f94724b · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7870ee4c-f4d2-4ae9-b15f-887347805f62 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e41c7e16-2afe-4597-bae2-e33904b4de56 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Takamoto, C
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7022b749-ceeb-4497-934e-493d71467fc4 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Zhang, X
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 00e93ccb-1619-4238-ab0a-c9f3a1a9ff7e · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Chen and S
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47b2e5c7-1038-4444-b179-b3d5b0e1b10f · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7ad9169c-6ae4-481e-9dce-382486b0cb3f · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Merchant, S
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af70caf4-347a-4f8e-bda1-bdee7b41caba · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8a1d085e-ab53-4d0c-989b-24a7f3234bdb · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements A foundation model for atomistic materials chemistry
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 887b5829-0a61-4e01-b121-0f88381a875f · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements MatterSim: A Deep Learning Atomistic Model Across Elements, Temperatures and Pressures
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a85f049-0de1-4b8d-86cd-c6b84f5a9602 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e724c855-103f-4300-affc-de5595d07d58 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ed331558-4f5f-4b84-b7a4-6ceb92cea6f0 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bd1d97f1-360a-461b-aea1-9059671e02e7 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Eastman, P
Reference 21
Source-reported events for the cited work
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Observation 959bf853-5df0-40b4-b2a8-30b26c4a3ef7 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Zhang, M
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 00d5f238-d985-4571-bff8-a881680bb2a0 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 23
Source-reported events for the cited work
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Observation bd7a5c09-7ec9-41e1-a22e-02e54f85a1a8 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Barroso-Luque, M
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b97676fd-c796-41ec-822e-8ba868e07bd4 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 25
Source-reported events for the cited work
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Observation 15545d9d-558f-4aca-ad8f-c9b7d925d3b0 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Ibragimova, M
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a25c6eae-a620-4e3c-9180-795e98f14446 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements short blanket
Reference 27
Source-reported events for the cited work
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Observation d1e7009a-cf9f-4003-8b48-21d735db9486 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Grimme, J
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19f81906-9182-4c25-b006-6e8cf588351d · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Grimme, S
Reference 29
Source-reported events for the cited work
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Observation 0774bd3d-16f0-4247-b18c-ff52d6b8edd0 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Schaul, T
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 523fd478-e79e-4902-90af-11f1c75c7937 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements first principles
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69fefcd7-6290-4480-8881-3fbffd88ff6a · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a15210f2-cce0-41e9-8a9d-07e89a97d1b2 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Rezac, K
Reference 33
Source-reported events for the cited work
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Observation fdb16c70-91cd-4111-af8f-025402a44ec3 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Della Pia, A
Reference 34
Source-reported events for the cited work
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Observation ecfd2e6f-de52-4a5a-902e-9ffda13a9903 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Togo, First-principles phonon calculations with Phonopy and Phono3py, Journal of the Physical Society of Japan 92, 012001 (2023)
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5cda9ac3-7844-4a4d-800b-2b1d7bd19315 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c17ccd8f-4d33-4353-ab80-4e4ea372070e · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Van´ ysek, Ionic Conductivity and Diffusion at Infinite Dilution, in CRC Handbook of Chemistry and Physics , edited by D
Reference 37
Source-reported events for the cited work
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Observation 110c238b-e0da-401a-8d68-3eb05dd13e72 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 79abe1de-e347-441a-97c0-249aceebf7ce · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Ramachandran, C
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 50dada38-95ed-44be-801d-f06971188724 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e5fa3e21-bb80-4b9c-81f7-db5f0ab14ea1 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 58647228-0c45-4a30-a537-e1960e0738ea · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7e07d02d-8849-416e-9bb7-c31edbaf5c53 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Accurate Modeling of Interfacial Thermal Transport in van der Waals Heterostructures via Hybrid Machine Learning and Registry-Dependent Potentials
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d314270-e5ea-4249-89af-b3784090e3de · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d9c7c828-78cc-4e18-af9b-91ad22e0b788 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3d2fe029-d2f5-4ca0-9e65-3daeafa6a004 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Cepellotti, G
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ab8631b7-9277-4c5a-96c2-5b8963906376 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ddfaf05a-dcab-4d5b-8d49-470bf83d4006 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Hosokawa, J.-F
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7bf48207-b84a-4a84-a2b9-a437d2a58184 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Predicting neutron experiments from first principles: A workflow powered by machine learning
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 34b2d130-d03e-4ba9-9638-2af7aa4dc1d1 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Liu, GPUMD-Wizard: A python package for generat- ing and evaluating machine learning potentials, (2024)
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 40c16820-1a68-4dc6-b34d-df1ab4a5038d · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6e2c160-d3b0-4ee6-99d2-29a5a94b7dd6 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Lindgren, M
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c2db117f-4a22-4f41-8d2d-bb838a31d757 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Hjorth Larsen, J
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b526f666-2d9f-4963-9d72-498a51ece906 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0d7f7152-57d5-4c4a-a1a9-995c6290b2be · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 969fc81b-8d59-4abd-8487-b7d65a2c3dc1 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Berendsen, D
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 65d45a25-75f9-457b-82b6-6139f847e316 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Cantor, I
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 548a4c9d-c0a4-4777-a679-fedf34ea9ae3 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Soteras Guti´ errez, F.-Y
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2cf9dbe0-100f-4b88-aa6d-e3d676e34f52 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Huang, S
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2d5f0570-d086-4bc8-b380-fcd3b146d318 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Kresse and J
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 768bb7b2-437c-4791-93c4-cb21ff5d560d · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65f3880c-a855-40dd-8c84-8fc940976fe2 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 094e011b-6526-48f5-9449-72389d3df2e8 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f7de5f8-b08a-4061-a7a7-92b80bba0a17 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation dcdd6a4d-a33c-4868-8606-42f4094084d8 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e2eb6288-fa6f-401e-ada0-32592a28a187 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements ACKNOWLEDGMENTS Z
Reference 66
Source-reported events for the cited work
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Observation a8935d57-6b8f-4aef-afeb-1170b4679af0 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Fransson, M
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0d30f98b-cdfe-43a3-900c-2c41b2a620e0 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8801c923-e763-4e51-86e8-9d9abd3305cc · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Turanyi, A
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation eb80ba2f-33db-478d-85a0-e2eb704b2450 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Arnold, J
Reference 70
Source-reported events for the cited work
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Observation a0e84d3d-01ff-490b-a8da-6d11145ec19e · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Fan, brucefan1983/GPUMD: GPUMD-v4.0, (2025)
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9173cb85-70ef-4f35-b3c4-2bf6d1925cfe · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 72
Source-reported events for the cited work
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Observation 9eced9f6-b508-495a-9cf4-21aebd0c424b · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 73
Source-reported events for the cited work
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Observation dc9b2c72-2bdc-45cf-8fdd-c65b5466d6d0 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Hou, Y.-W
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation dbce2d94-d7c8-4d6b-bf33-262cccbc5cd2 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Unresolved cited work
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2812bc6c-d129-490b-9aa8-d73587c95db0 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Hill, The Elastic Behaviour of a Crystalline Aggregate, Proceedings of the Physical Society
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e85c0c05-c327-4f5b-872f-b3687938891b · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements De Jong, W
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b03148e4-fab4-4918-8002-a0fce93cb777 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements Deng, Materials project trajectory (mptrj) dataset, figshare (2023)
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c235b7bd-ba2f-49e6-a0fe-42d29e71acd8 · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements VI (McGraw-Hill Book Co., Inc., New York, NY, 1926) p
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d81ba9cc-8bcf-4ea7-8b8e-57c2a494befa · outbound
NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements 29 a b Figure S4
Reference 80
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Observation 2a225581-1ec4-4393-a913-5f01cd6783cc · inbound
NepTrain and NepTrainKit: Automated Active Learning and Visualization Toolkit for Neuroevolution Potentials NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements
Reference 52
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Observation f44c0ea6-344a-438e-8803-ff8476053c0a · inbound
Model Accuracy and Data Heterogeneity Shape Uncertainty Quantification in Machine Learning Interatomic Potentials NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements
Reference 28
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Observation 835d7f5c-dc11-4b9d-af8e-e71930f81d07 · inbound
A Neuroevolution Potential for Gallium Oxide: Accurate and Efficient Modeling of Polymorphism and Swift Heavy-Ion Irradiation NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements
Reference 43
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Observation c2bdd951-42be-4b7b-a37b-eae958a0c273 · inbound
Disentangling the Discrepancy Between Theoretical and Experimental Curie Temperatures in Ferroelectric PbTiO$_3$ NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements
Reference 33
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Observation b3d0ab7a-8a43-447e-9ba8-b8267225d858 · inbound
Unveiling Mechanisms of SEI Formation and Sodium Loss in Sodium Batteries via Interface Reactor Sampling NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements
Reference 13
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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9d7e0a75-7d47-4ea2-8035-58ded8ab2eb2 · inbound
Predicting co-segregation in alloys with solute-solute interactions NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e2379ee7-b84e-4cfd-9976-30c7b975db8a · inbound
Predicting co-segregation in alloys with solute-solute interactions NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements
Reference 65
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Unavailable: canonical work link unavailable.
Observation 4184eee9-9d4d-4a45-8ce3-f3269ef26188 · inbound
Trillion-atom molecular dynamics simulations with ab initio accuracy NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements
Reference 19
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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 83241a9f-76b4-4c07-a852-ba993c4318fd · inbound
Molecular Dynamics simulations of Al-Ti metallic alloy melts using a transferable machine-learning potential NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements
Reference 20
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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c8fbbc02-4b85-40dd-a9db-61a6027fbda2 · inbound
Lang2MLIP: End-to-End Language-to-Machine Learning Interatomic Potential Development with Autonomous Agentic Workflows NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements
Reference 126
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Observation 6a6af000-e074-4afa-a5bf-e2c202a4aced · inbound
The FAST Framework: Developing a Data-Efficient Machine Learning Potential to Decode Superionic Transition-Induced Thermophysical and Kinetic Anomalies in UO2 under Extreme Conditions NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a155699a-8b2e-45a4-9ac4-fb9c5ed8cc37 · inbound
Thermal Transport in SiC with Intrinsic Defects and Mg Transmutation Products NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5c3bc235-26b4-4230-bf7e-0806175fdca8 · inbound
Multicomponent Grain Boundary Segregation Dilute-Limit Model and Its Effect on Nanocrystalline Stability NEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.