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Paper Citation Record · LEDGER

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials

As of 15 August 2026, this Paper Citation Record lists 100 of 110 outbound references and 1 inbound Pith citation observation for arXiv:2607.17978.

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

pith.paper-citation-record.v1
2607.17978 v1

Coverage vector

measured 100 of 110 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T16:31:16.050323Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:53:24.308113Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T00:16:16.768632Z

Reference resolution

100 of 110 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved98
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 224466db-5408-43c6-9bab-6be46398726c · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 1

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source=pdf_text observed=2026-08-01T16:31:15.664495Z digest=sha256:f59e05bf6559dec80c4768394cb00b765b0960cf4cce158aaab84d2c94749eac

Observation 7e72964c-4f89-4b13-b5c5-04943613e8e2 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 2

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source=pdf_text observed=2026-08-01T16:31:15.669116Z digest=sha256:3c084177a30da75ef78815bc9ec26f92d5691d4ee8536c78caff199504b730e1

Observation 9b6d91e0-065d-4dc7-bdfc-8af973cbe691 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 3

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source=pdf_text observed=2026-08-01T16:31:15.673019Z digest=sha256:8f96e1a1c673ebe2428f655b0201ab484a1569451b8f3339d496a1635b78f383

Observation f15ef56b-9a81-4d06-9ddb-c7ff43e640ab · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 4

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source=pdf_text observed=2026-08-01T16:31:15.677443Z digest=sha256:63fc9e8eebbf0c67e531613e604142452c90ad6e264ae55a144cd39d1c8ae72d

Observation 4a765d89-5671-42e1-b543-668604bb56d4 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 5

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source=pdf_text observed=2026-08-01T16:31:15.681646Z digest=sha256:ed97695ea434f6c8b1f7943c19438b70732f24729580f5a68716bef081b2f202

Observation 67a46e38-5a6b-4036-8c70-668c02598c5f · outbound

This paper cites The scaling factors are written to ascaling.datafile and reloaded unchanged during prediction.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials The scaling factors are written to ascaling.datafile and reloaded unchanged during prediction

Reference 6

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source=pdf_text observed=2026-08-01T16:31:15.685936Z digest=sha256:1525c218d614c3ddd90883e676fed2a8f2b1ab96112c5dca6492d5d7b09a9837

Observation 11741b6a-f811-4623-be2b-67fab1f2bbfa · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 7

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source=pdf_text observed=2026-08-01T16:31:15.690477Z digest=sha256:8ffa7f15810dbb985e1152f4e9522a9e29941c7659862330eb8087bb8381ac77

Observation f3660190-9a29-4b40-8a8d-3adeb3c8fe95 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 8

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source=pdf_text observed=2026-08-01T16:31:15.694159Z digest=sha256:41f2eaa67fdf58b51fa8823605719830c0136c3061cdaf3efe00bed335083006

Observation ddb644f2-0570-420a-b670-0638da93b3b5 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 9

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source=pdf_text observed=2026-08-01T16:31:15.697930Z digest=sha256:396d9f4c7ff7cecfca39f2e8baeebaa9472f0c3aec2f2598c46fc2083a6c0cf7

Observation aec36c9f-8249-4692-b5e3-4c4f855efe91 · outbound

This paper cites During training, possible zeroth order reference values for the atomic energiesε 0, e.g.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials During training, possible zeroth order reference values for the atomic energiesε 0, e.g

Reference 10

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source=pdf_text observed=2026-08-01T16:31:15.701782Z digest=sha256:5c1f8c78f91b87278e4fba180eb325a8de2f3c35917a7b19184ffeff3c322843

Observation e3f087f4-c5f4-4d68-8219-5ce050108bae · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 11

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source=pdf_text observed=2026-08-01T16:31:15.705384Z digest=sha256:e547782397f23278cd377511b674a5e14540dc9aeefc79f045a713915b4332b1

Observation b6a1cee7-ae24-44d4-8332-7c3970455b26 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 12

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source=pdf_text observed=2026-08-01T16:31:15.709615Z digest=sha256:15a07ed7c46b77cd4e205146057582dacc285381fc31e53e101c24df3dc8a811

Observation 301b92f9-49ca-4c86-83d7-55119e28ebac · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 13

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source=pdf_text observed=2026-08-01T16:31:15.713492Z digest=sha256:285a7a1f21f4eadf34fac9cf5631f71dc8facdd9a23d55d7ed276447b94358e1

Observation 9d086f4c-305d-4726-afea-a7d91e6db67e · outbound

This paper cites force trick.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials force trick

Reference 14

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source=pdf_text observed=2026-08-01T16:31:15.717608Z digest=sha256:a9f9e37b57fcbca7e9da08aed9820224ca1711829169a471fcc4c89bae0eaae1

Observation 0a3fb145-f2fb-4258-9816-4050e1654528 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 15

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source=pdf_text observed=2026-08-01T16:31:15.721438Z digest=sha256:0282c70e12e71ac87637b9966fda13519e8d1c92d10ba40f585d649dda7eb6b4

Observation ee8b8d95-43ed-4b61-a27e-9335bf68d653 · outbound

This paper cites The charge density is interpolated onto the grid, the Poisson equation is solved in Fourier space, and the result is interpolated back to the particle positions.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials The charge density is interpolated onto the grid, the Poisson equation is solved in Fourier space, and the result is interpolated back to the particle positions

Reference 16

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source=pdf_text observed=2026-08-01T16:31:15.725301Z digest=sha256:7b2ebc8ac6141e21bfd0c756684a23dd21ed46dbcca154fea3abe3431a8ff933

Observation 8cf5ed5a-dd8d-4660-842a-7cbb574f47f5 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 17

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source=pdf_text observed=2026-08-01T16:31:15.729478Z digest=sha256:90c126aa1b6dc6360fdd4087461e152b3f52f2804abe1f03e2157942f23e789e

Observation 9859ca55-80fb-43b7-9588-904376168e86 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 18

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source=pdf_text observed=2026-08-01T16:31:15.733330Z digest=sha256:89c96ba0ed0931cf8a98f525e251b29ee573b88202db334503ae075b962e5960

Observation f67f2d82-b1af-4593-9520-0e8e88df21f7 · outbound

This paper cites Let ˆys andy s denote the predicted and reference values for samples, and letSbe the number of samples in the current batch.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Let ˆys andy s denote the predicted and reference values for samples, and letSbe the number of samples in the current batch

Reference 19

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source=pdf_text observed=2026-08-01T16:31:15.737149Z digest=sha256:9c6d063b9bb8b07363e68b8f1a72d14182dd7842a935a053758e81122504a956

Observation 4b1e79f6-7341-414f-9f59-0aef2c128ce3 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 20

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source=pdf_text observed=2026-08-01T16:31:15.740759Z digest=sha256:bfa60d64f67f231fed67b953a088f1708326272a6b9779364c21226ca0a653c1

Observation 8a4bba45-0327-41db-9dae-4bcf1b679f04 · outbound

This paper cites Dataset Generation and HDNNP T raining The water dataset used for all performance benchmarks was drawn from the dataset of Thiemannet al.[84].

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Dataset Generation and HDNNP T raining The water dataset used for all performance benchmarks was drawn from the dataset of Thiemannet al.[84]

Reference 21

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source=pdf_text observed=2026-08-01T16:31:15.744687Z digest=sha256:53db1095d24e5206ea66062494dd7622dc4d59c24361379544c81d19a24ed9c2

Observation 88b3e557-5171-4d53-8636-628384dde36a · outbound

This paper cites After using this tool, the authors reviewed and edited the content as needed and take full responsibility for the content of the published article.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials After using this tool, the authors reviewed and edited the content as needed and take full responsibility for the content of the published article

Reference 22

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Observation 49ab7b55-c012-46e1-890c-ab16f3cfde6a · outbound

This paper cites Behler, Perspective: Machine learning potentials for atomistic simulations, J.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Behler, Perspective: Machine learning potentials for atomistic simulations, J

Reference 23

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Observation f1939098-637c-4dd7-acf6-5a93e49f916c · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 24

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source=pdf_text observed=2026-08-01T16:31:15.757536Z digest=sha256:c0e265212b772045e43c442fa764e7bf79b04677362014783ebd9f3db1ae1c91

Observation 16a6ce18-6a97-4c88-b1b0-02019ed7024b · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

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source=pdf_text observed=2026-08-01T16:31:15.761466Z digest=sha256:c92f30141b08ce31c63c0690bc5d9933f6c293203f7cc7ac781ade3814813d31

Observation bb1b2ae5-8c8f-46cc-935e-d3b438ceffae · outbound

This paper cites Friederich, F.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Friederich, F

Reference 26

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Observation b3878cd2-af13-427c-be5a-f890e3e33dec · outbound

This paper cites Behler and G.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Behler and G

Reference 27

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source=pdf_text observed=2026-08-01T16:31:15.769259Z digest=sha256:bef86aa084ddeedfb32a8fcdc3873a8a6830b71d43b40a978e6a90e23bb5e2fb

Observation bb3ba7d8-d66e-4e2b-9d4e-187c10467049 · outbound

This paper cites K¨ aser, L.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials K¨ aser, L

Reference 28

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source=pdf_text observed=2026-08-01T16:31:15.773846Z digest=sha256:a9e111f6eec7e61a93cc302e45f818c004f12331df0561b64b1ef10bd2190c1f

Observation 390963b6-cac6-4f55-a1bd-2ac8f9144ad8 · outbound

This paper cites Behler and M.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Behler and M

Reference 29

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source=pdf_text observed=2026-08-01T16:31:15.777589Z digest=sha256:398a951b12b78ce1a7cc078756771d10d5d518808f06319d6e4a89d7c8fab3a2

Observation dcf81e66-ded0-48ba-97e4-348901bba2cf · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 30

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source=pdf_text observed=2026-08-01T16:31:15.781395Z digest=sha256:84f4a8f5c8acfe1777756d08bb1b6eb584fc3f2f109cb307c2e85e793421f91d

Observation 12a71b18-4794-4d11-85f0-dad0da53a60f · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 31

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source=pdf_text observed=2026-08-01T16:31:15.785262Z digest=sha256:0f5e5f6f4d694ac938f5847b2ee1a060ee327d82b576c0d96eef3b741bbe7cf2

Observation 8381ba2d-3fcf-4ffc-a100-66542ed0a846 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

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source=pdf_text observed=2026-08-01T16:31:15.789075Z digest=sha256:a3d965f15ba0090a95ec5e51934728e348b6f5063a7f088b58c3a54ee2513152

Observation 3d3ab8fe-72c5-4487-a8d2-e4e420af749d · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 33

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source=pdf_text observed=2026-08-01T16:31:15.792815Z digest=sha256:e5308b3ea40a25565beab25d2afdd5a321fbd0ec0833d5950a6654e230f72b9c

Observation acd575aa-fd50-48b5-923e-6a48bea17a4e · outbound

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

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Drautz, Atomic cluster expansion for accurate and transferable interatomic potentials, Phys

Reference 34

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Observation f0f6c0ea-4777-4155-a84f-81e01579a8a9 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 35

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source=pdf_text observed=2026-08-01T16:31:15.800361Z digest=sha256:e8e395cce7b133cfabec0261191c5a309cf8dcea6acbe2d1c666890d0a84a2d0

Observation d6a56589-f1a3-4bbb-a04d-a4ed7d663fdc · outbound

This paper cites Batatia, P.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Batatia, P

Reference 36

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Observation 357dedb8-3a87-4419-8259-712e9fc6c806 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 37

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source=pdf_text observed=2026-08-01T16:31:15.808353Z digest=sha256:4912f2a51a0ff13972612a7121a556dcde1e5570c95928faa2702f7819378f50

Observation cba77b6b-3960-40a0-b5da-6a998af34cf4 · outbound

This paper cites Nomura, S.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Nomura, S

Reference 38

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Observation 6279d995-5fd1-40e3-9afa-a18206daaea9 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 39

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Observation 83244eef-ad46-4400-bb92-9c0532c8189b · outbound

This paper cites Behler, Four Generations of High-Dimensional Neural Network Potentials, Chem.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Behler, Four Generations of High-Dimensional Neural Network Potentials, Chem

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source=pdf_text observed=2026-08-01T16:31:15.819647Z digest=sha256:4eee49fd9d44e59334f1ec97d8e3f84af7a64acfeef0544ade64e5e724215336

Observation 553e25ba-0276-4717-a21e-872b961e06ef · outbound

This paper cites Morawietz, V.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Morawietz, V

Reference 41

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source=pdf_text observed=2026-08-01T16:31:15.823238Z digest=sha256:550b8b306929490f102ed71fc566e74c2165d4212430084b8c950ece72588275

Observation 42178ba1-461a-47f7-9508-8e1abca93117 · outbound

This paper cites Artrith, T.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Artrith, T

Reference 42

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source=pdf_text observed=2026-08-01T16:31:15.826613Z digest=sha256:d10ae50ae741edc7fc0fc26bfd59bb10bb0f6d713c6d060c5b622c9a8060b9e7

Observation 0850b4ed-920f-4d56-bc6f-504d1b2f0865 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-01T16:31:15.830263Z digest=sha256:a37036f96aa2b2ab2cd10099416b176ce3e122e692e28c7b1d123557dc9ade6f

Observation e8723508-569f-409e-a4cf-27d12a08ea19 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 44

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source=pdf_text observed=2026-08-01T16:31:15.834575Z digest=sha256:d78873594558d2112b612b8f3183c7365676ef7e25c46a5e3351cc912f06eb5c

Observation cd7a602c-ac00-48c5-9e87-efada5b36ea6 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-01T16:31:15.838349Z digest=sha256:f74ac5ef3791b0edd3e13382cabaad1658ec888e6fd10f0b6bf0f0e9284bcba8

Observation ae384a1e-a079-44f3-a32b-fd3cd49b769e · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-01T16:31:15.842122Z digest=sha256:2de0a08d356a6807c2fcd12bc555691bc4eace152244594e990a2eca9fe87f4d

Observation 56fefc7d-da05-418d-80d4-7b429dfd1e1a · outbound

This paper cites Khorshidi and A.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Khorshidi and A

Reference 47

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source=pdf_text observed=2026-08-01T16:31:15.845927Z digest=sha256:3d209bf3b393016785794b84f27249086a5431b6f28cd30a7ad6f2afd6df8478

Observation c8d4d976-39bc-4d75-8238-02d6879ff9c5 · outbound

This paper cites Artrith and A.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Artrith and A

Reference 48

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source=pdf_text observed=2026-08-01T16:31:15.849746Z digest=sha256:9c52e3b43f2e8c46e0ba89ce5859c714a980138c479239e7e86c1a10a3fa8f1a

Observation 9b5932c7-dc43-4611-9337-9158461082ed · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-01T16:31:15.853362Z digest=sha256:b88536b52399916465c82b773765fb6f551ccdf2d02934089c3345214d6bd0b3

Observation 69752d9e-9679-46da-8c24-ff80a748e394 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 50

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source=pdf_text observed=2026-08-01T16:31:15.857503Z digest=sha256:3b67e9351806b49f0fc93733625859ab4c354661568ea800877860e1513c8740

Observation 98732e16-d3d3-495b-8a61-ca113a98423c · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 51

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source=pdf_text observed=2026-08-01T16:31:15.861417Z digest=sha256:a6ddfae6cfcec49a364e8e8a4b722c75c9ce676cad404cc17663fb81157196f5

Observation 0fe7c860-9faa-461f-b347-1c2ec3bf82d2 · outbound

This paper cites Singraber, J.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Singraber, J

Reference 52

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source=pdf_text observed=2026-08-01T16:31:15.865410Z digest=sha256:51369729862ae9fedfc66189e7e2c959e70754352d5cce60372fb12176403871

Observation b00f43af-d00e-4a87-a0c9-bfe6deea60fc · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-01T16:31:15.869132Z digest=sha256:f980940670b07fa81f5ac397f01d670779137c332d72c78d3577817923977999

Observation 6f5940b0-d1e3-43ae-b4c6-ed177c089eb9 · outbound

This paper cites Pellegrini, R.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Pellegrini, R

Reference 54

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source=pdf_text observed=2026-08-01T16:31:15.872802Z digest=sha256:175a7897686f453a27772be45a2558aab7f0a315235b730b1ef9812dcea4d486

Observation d1f1a211-1020-42f2-9f03-6f2bad0dba89 · outbound

This paper cites van der Heide, J.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials van der Heide, J

Reference 55

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source=pdf_text observed=2026-08-01T16:31:15.876457Z digest=sha256:536c06385f50b8c132adcf94414a55789b93b4c831507ad0f0a5f9dc78429829

Observation 4c851469-f57b-4093-ac51-18fcc7176291 · outbound

This paper cites Behler, Constructing high-dimensional neural network potentials: A tutorial review, Int.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Behler, Constructing high-dimensional neural network potentials: A tutorial review, Int

Reference 56

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source=pdf_text observed=2026-08-01T16:31:15.880142Z digest=sha256:68247c6718e75b1b152e11e09adcc41546f145e7cd288248d1a95a6b54248d64

Observation 29c56d20-6432-490d-99de-4971315b49a9 · outbound

This paper cites Behler, First Principles Neural Network Potentials for Reactive Simulations of Large Molecular and Condensed Systems, Angew.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Behler, First Principles Neural Network Potentials for Reactive Simulations of Large Molecular and Condensed Systems, Angew

Reference 57

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source=pdf_text observed=2026-08-01T16:31:15.883813Z digest=sha256:eaf053588bd5f4e48c77dffee61954f60823c585aef56534da4ff77ab46fa62f

Observation b4beb127-b81e-4300-98b5-c1e67b020fe1 · outbound

This paper cites Molecular Dynamics Simulations of $\gamma$-Belite(010)-Water Interfaces with High-Dimensional Neural Network Potentials.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Molecular Dynamics Simulations of $\gamma$-Belite(010)-Water Interfaces with High-Dimensional Neural Network Potentials

Reference 58

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source=pdf_text observed=2026-08-01T16:31:15.887492Z digest=sha256:f2ebe97c18fd9a00faf47e2ed5594fb1de19371a1f410514ec370ca0237dece5

Observation c92285be-25f7-4f50-ab6d-6e176ccfb383 · outbound

This paper cites Walsh, Crystal structure of MOF-5 (2005),https://github.com/WMD-group/Crystal_structures/blob/master/MOFs/ MOF-5/MOF5.cif, accessed: 2026-06-10.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Walsh, Crystal structure of MOF-5 (2005),https://github.com/WMD-group/Crystal_structures/blob/master/MOFs/ MOF-5/MOF5.cif, accessed: 2026-06-10

Reference 59

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source=pdf_text observed=2026-08-01T16:31:15.891518Z digest=sha256:e732da3fcea01bed58d92fe92465c3769af8a86ec509f9fc57a6a147eeadeceb

Observation d8e6eda7-78c3-49cf-a055-7c9bb0ae425b · outbound

This paper cites Eckhoff and J.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Eckhoff and J

Reference 60

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source=pdf_text observed=2026-08-01T16:31:15.895459Z digest=sha256:6556c9a7e8d850ce2bce9220f7a52bdf076ecc73331266d2a581e424e321a5df

Observation 2cf59ca8-e821-4c57-a1a7-dbf7c9bf02ed · outbound

This paper cites Eckhoff and J.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Eckhoff and J

Reference 61

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source=pdf_text observed=2026-08-01T16:31:15.899190Z digest=sha256:a575f5b9d14b3e2e4a0fba534775bb9768e87ee63ce8e7cee8c9526a5a36f1d2

Observation 6531a563-b435-4f30-b751-b5c560e24802 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 62

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source=pdf_text observed=2026-08-01T16:31:15.902756Z digest=sha256:a6fad01d34f4662b3e46157366858cf6fd4d714e8d9f8430f95fb8dc37f6f518

Observation 7e8614ad-e294-49a6-9590-f23c0b227ad0 · outbound

This paper cites Behler, Representing potential energy surfaces by high-dimensional neural network potentials, J.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Behler, Representing potential energy surfaces by high-dimensional neural network potentials, J

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source=pdf_text observed=2026-08-01T16:31:15.906429Z digest=sha256:b52423e884bda2e5c4500ed791a7d2e058591ebbc9c13f5d9da0786b038626ac

Observation dec02b99-20b3-48e4-a1f0-d46bdd22c3f8 · outbound

This paper cites Behler, Atom-centered symmetry functions for constructing high-dimensional neural network potentials, J.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Behler, Atom-centered symmetry functions for constructing high-dimensional neural network potentials, J

Reference 64

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source=pdf_text observed=2026-08-01T16:31:15.910297Z digest=sha256:df31cda6e857a1a8d0101f18353dbd189c8bcdcdb102a53544afd042a4c25fd1

Observation b4d63e16-3662-488b-82b5-fec4f2d925fb · outbound

This paper cites Muhli, X.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Muhli, X

Reference 65

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source=pdf_text observed=2026-08-01T16:31:15.913869Z digest=sha256:d3809acdcb0a39677eb1df52af8ab7048c6c58454bb034834e4f307592d47412

Observation a9aa0136-9133-4019-8f43-6b8d4971abda · outbound

This paper cites Tkatchenko and M.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Tkatchenko and M

Reference 66

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source=pdf_text observed=2026-08-01T16:31:15.917491Z digest=sha256:35681293a976d6539f934aae40526e46f8f569ba05fe3f773fc9f4b22acb38a0

Observation d40000a4-271f-4f77-987d-0c168fba5ccb · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 67

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source=pdf_text observed=2026-08-01T16:31:15.921179Z digest=sha256:d4bf99183217fc3c712f91ed87de066c61209ee79c94857437fb066ea15dc1c6

Observation be5252df-2bc3-410c-b5b0-62887c5b61b6 · outbound

This paper cites Eckhoff and M.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Eckhoff and M

Reference 68

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source=pdf_text observed=2026-08-01T16:31:15.925045Z digest=sha256:e5c9e25910270ed2723f59d8f065088b495c4383574bf4787ff00b65ce999c58

Observation 636a97e9-86f5-4a2f-88f4-7075a9b936bc · outbound

This paper cites Eckhoff and J.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Eckhoff and J

Reference 69

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source=pdf_text observed=2026-08-01T16:31:15.928670Z digest=sha256:4df7da9cb5d9e98aaf9e5ee4531bc67782f0e6007f63d53cb51ea0438be60ce4

Observation 0b8cb53f-70dc-4a0b-a612-ebf87c8cdaf5 · outbound

This paper cites Sadeghi, S.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Sadeghi, S

Reference 70

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source=pdf_text observed=2026-08-01T16:31:15.932627Z digest=sha256:bc9d4605c58e5640aa87ae73d5db2816ae7f3f35e8b7833570366ba42f375ead

Observation 4cf57b63-198f-44c1-bb1c-b3685c387e5e · outbound

This paper cites Parsaeifard, D.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Parsaeifard, D

Reference 71

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source=pdf_text observed=2026-08-01T16:31:15.936618Z digest=sha256:63e5abbf4d81341cbdd56475baf29965538c4fb2a3f7b82f06b8d217df1562f8

Observation 62a9b854-f064-49a7-b451-31b64dacffb9 · outbound

This paper cites Tao and L.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Tao and L

Reference 72

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source=pdf_text observed=2026-08-01T16:31:15.940753Z digest=sha256:4f80f8c06a519d5cf3a84055762b62ac6512bf4a395ec8bc00c398eeda2dd016

Observation f17a4cf7-f67c-425e-8c2e-4eef122d1560 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 73

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source=pdf_text observed=2026-08-01T16:31:15.944492Z digest=sha256:a5079ef42e4e37ab375e780e9191a0647795c764643ec16e640c8ea225bc0d98

Observation f2350d44-5c8d-4fd4-af2c-a16a6e63e13b · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 74

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doi, observed 2026-08-01T16:33:29.614316Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-01T16:31:15.948592Z digest=sha256:20a95cd79239389904aa2a5a9a144e9a534fff13377083d8812b853efd4caf49

Observation 230c31c7-cdc1-4d77-bb25-d6167ad98843 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 75

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source=pdf_text observed=2026-08-01T16:31:15.952437Z digest=sha256:bd154ead9fb175f482f8ded7313bdb5560eb06a691b91f92c98285f7bb61b02c

Observation 0f2cccb6-9a8f-402d-924a-24bdf4676277 · outbound

This paper cites Grimme, J.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Grimme, J

Reference 76

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source=pdf_text observed=2026-08-01T16:31:15.956378Z digest=sha256:ff73261e6db92aadec32331ad18a5408b27bd3e7e1a1934023ca3e99a4168cd2

Observation 92b94c67-dc22-4e06-9b95-1b7e1c2b12c9 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 77

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source=pdf_text observed=2026-08-01T16:31:15.960124Z digest=sha256:d65b5348144023dbdbd2a956ae3e8485233c8674f18a1ad55d8307adafd9a8e4

Observation 8134e231-6db4-4e34-b745-fd2d6d73792a · outbound

This paper cites Adam: A Method for Stochastic Optimization.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Adam: A Method for Stochastic Optimization

Reference 78

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source=pdf_text observed=2026-08-01T16:31:15.964275Z digest=sha256:9f8e2419a1c986ed0a0125356e26c4b3b16365ee3e87b9e41bdeb66cddf37d9d

Observation 32853a17-5ce3-4912-b88f-3ad9ede9ccb2 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 79

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source=pdf_text observed=2026-08-01T16:31:15.968506Z digest=sha256:97d20275872f1b6d78dbadd950d1358a863f34006d975ce1521b53074d0af273

Observation 2a96866c-f2af-4d63-b8ac-551111f087a9 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 80

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Observation 4101200a-602d-4676-b4ec-afbbb28b51aa · outbound

This paper cites Singraber, T.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Singraber, T

Reference 81

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Observation 81ea9a29-6538-4120-a007-7e4e0888c496 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 82

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This paper cites Essmann, L.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Essmann, L

Reference 83

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Observation 77e528b9-74ee-496e-9ed5-18709cfcbf24 · outbound

This paper cites Gubler, J.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Gubler, J

Reference 84

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Observation 869ee30c-4e5c-426f-ae7e-4892e494c764 · outbound

This paper cites Schran, K.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Schran, K

Reference 85

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This paper cites Plimpton, Fast parallel algorithms for short-range molecular dynamics, Journal of Computational Physics117, 1 (1995).

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Plimpton, Fast parallel algorithms for short-range molecular dynamics, Journal of Computational Physics117, 1 (1995)

Reference 86

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This paper cites Sch¨ afer, runner-interface: Generic Python interfaces to the RuNNer code.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Sch¨ afer, runner-interface: Generic Python interfaces to the RuNNer code

Reference 87

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Observation fb18732f-8db9-4699-9875-4779c91dc54d · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 88

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Observation 0ad357ca-6cc9-4ec1-a227-3d336d7f6874 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 89

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This paper cites Sch¨ afer, runnerase-prediction: Prediction calculators for the Ruhr University Neural Network energy represen- tation (RuNNer).

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Sch¨ afer, runnerase-prediction: Prediction calculators for the Ruhr University Neural Network energy represen- tation (RuNNer)

Reference 90

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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 91

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Observation c9440dd4-f833-476e-b1f5-f570fefdc140 · outbound

This paper cites Sch¨ afer, and Alexander L.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Sch¨ afer, and Alexander L

Reference 92

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Observation 4865da3f-3f3b-452e-abba-7d4a1a9054d3 · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 93

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This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 94

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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Kocer, A

Reference 95

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Observation 2a9a846b-0c0a-494d-9cf6-cc115074975e · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 96

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This paper cites Nguyen and B.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Nguyen and B

Reference 97

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This paper cites Glorot and Y.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Glorot and Y

Reference 98

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This paper cites Eckhoff, F.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Eckhoff, F

Reference 99

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Observation c5c7a8f2-18a8-4129-9430-813de59cc42b · outbound

This paper cites an unresolved cited work.

RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work

Reference 100

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Pith citing papers

Observation 6d0357f9-56f9-4f94-8390-9b03e65fe213 · inbound

AccelNet: Exact backward-compatible acceleration of polynomial angular descriptors through Cartesian moment factorization cites this paper.

AccelNet: Exact backward-compatible acceleration of polynomial angular descriptors through Cartesian moment factorization RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials

Reference 11

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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