Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T16:31:16.050323Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T16:31:16.050323Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T21:53:24.308113Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T00:16:16.768632Z
100 of 110 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 224466db-5408-43c6-9bab-6be46398726c · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 1
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Observation 7e72964c-4f89-4b13-b5c5-04943613e8e2 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 2
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Observation 9b6d91e0-065d-4dc7-bdfc-8af973cbe691 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 3
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Observation f15ef56b-9a81-4d06-9ddb-c7ff43e640ab · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 4
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Observation 4a765d89-5671-42e1-b543-668604bb56d4 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 5
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Observation 67a46e38-5a6b-4036-8c70-668c02598c5f · outbound
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
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Observation 11741b6a-f811-4623-be2b-67fab1f2bbfa · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 7
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Observation f3660190-9a29-4b40-8a8d-3adeb3c8fe95 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 8
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Observation ddb644f2-0570-420a-b670-0638da93b3b5 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 9
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Observation aec36c9f-8249-4692-b5e3-4c4f855efe91 · outbound
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
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Observation e3f087f4-c5f4-4d68-8219-5ce050108bae · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 11
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Observation b6a1cee7-ae24-44d4-8332-7c3970455b26 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 12
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Observation 301b92f9-49ca-4c86-83d7-55119e28ebac · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 13
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Observation 9d086f4c-305d-4726-afea-a7d91e6db67e · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials force trick
Reference 14
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Observation 0a3fb145-f2fb-4258-9816-4050e1654528 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 15
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Observation ee8b8d95-43ed-4b61-a27e-9335bf68d653 · outbound
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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Observation 8cf5ed5a-dd8d-4660-842a-7cbb574f47f5 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 17
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Observation 9859ca55-80fb-43b7-9588-904376168e86 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 18
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Observation f67f2d82-b1af-4593-9520-0e8e88df21f7 · outbound
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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Observation 4b1e79f6-7341-414f-9f59-0aef2c128ce3 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 20
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Observation 8a4bba45-0327-41db-9dae-4bcf1b679f04 · outbound
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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Observation 88b3e557-5171-4d53-8636-628384dde36a · outbound
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
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
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 24
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Observation 16a6ce18-6a97-4c88-b1b0-02019ed7024b · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 25
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Observation bb1b2ae5-8c8f-46cc-935e-d3b438ceffae · outbound
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
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Behler and G
Reference 27
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Observation bb3ba7d8-d66e-4e2b-9d4e-187c10467049 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials K¨ aser, L
Reference 28
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Observation 390963b6-cac6-4f55-a1bd-2ac8f9144ad8 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Behler and M
Reference 29
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Observation dcf81e66-ded0-48ba-97e4-348901bba2cf · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 30
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Observation 12a71b18-4794-4d11-85f0-dad0da53a60f · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 31
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Observation 8381ba2d-3fcf-4ffc-a100-66542ed0a846 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 32
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Observation 3d3ab8fe-72c5-4487-a8d2-e4e420af749d · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 33
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Observation acd575aa-fd50-48b5-923e-6a48bea17a4e · outbound
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
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 35
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Observation d6a56589-f1a3-4bbb-a04d-a4ed7d663fdc · outbound
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
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 37
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Observation cba77b6b-3960-40a0-b5da-6a998af34cf4 · outbound
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
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
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Behler, Four Generations of High-Dimensional Neural Network Potentials, Chem
Reference 40
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Observation 553e25ba-0276-4717-a21e-872b961e06ef · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Morawietz, V
Reference 41
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Observation 42178ba1-461a-47f7-9508-8e1abca93117 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Artrith, T
Reference 42
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Observation 0850b4ed-920f-4d56-bc6f-504d1b2f0865 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 43
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Observation e8723508-569f-409e-a4cf-27d12a08ea19 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 44
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Observation cd7a602c-ac00-48c5-9e87-efada5b36ea6 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 45
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Observation ae384a1e-a079-44f3-a32b-fd3cd49b769e · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 46
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Observation 56fefc7d-da05-418d-80d4-7b429dfd1e1a · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Khorshidi and A
Reference 47
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Observation c8d4d976-39bc-4d75-8238-02d6879ff9c5 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Artrith and A
Reference 48
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Observation 9b5932c7-dc43-4611-9337-9158461082ed · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 49
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Observation 69752d9e-9679-46da-8c24-ff80a748e394 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 50
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Observation 98732e16-d3d3-495b-8a61-ca113a98423c · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 51
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Observation 0fe7c860-9faa-461f-b347-1c2ec3bf82d2 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Singraber, J
Reference 52
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Observation b00f43af-d00e-4a87-a0c9-bfe6deea60fc · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 53
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Observation 6f5940b0-d1e3-43ae-b4c6-ed177c089eb9 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Pellegrini, R
Reference 54
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Observation d1f1a211-1020-42f2-9f03-6f2bad0dba89 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials van der Heide, J
Reference 55
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Observation 4c851469-f57b-4093-ac51-18fcc7176291 · outbound
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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Observation 29c56d20-6432-490d-99de-4971315b49a9 · outbound
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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Observation b4beb127-b81e-4300-98b5-c1e67b020fe1 · outbound
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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Observation c92285be-25f7-4f50-ab6d-6e176ccfb383 · outbound
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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Observation d8e6eda7-78c3-49cf-a055-7c9bb0ae425b · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Eckhoff and J
Reference 60
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Observation 2cf59ca8-e821-4c57-a1a7-dbf7c9bf02ed · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Eckhoff and J
Reference 61
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Observation 6531a563-b435-4f30-b751-b5c560e24802 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 62
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Observation 7e8614ad-e294-49a6-9590-f23c0b227ad0 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Behler, Representing potential energy surfaces by high-dimensional neural network potentials, J
Reference 63
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Observation dec02b99-20b3-48e4-a1f0-d46bdd22c3f8 · outbound
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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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Muhli, X
Reference 65
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Observation a9aa0136-9133-4019-8f43-6b8d4971abda · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Tkatchenko and M
Reference 66
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 67
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Observation be5252df-2bc3-410c-b5b0-62887c5b61b6 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Eckhoff and M
Reference 68
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Observation 636a97e9-86f5-4a2f-88f4-7075a9b936bc · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Eckhoff and J
Reference 69
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Observation 0b8cb53f-70dc-4a0b-a612-ebf87c8cdaf5 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Sadeghi, S
Reference 70
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Parsaeifard, D
Reference 71
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Tao and L
Reference 72
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 74
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Observation 230c31c7-cdc1-4d77-bb25-d6167ad98843 · outbound
RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 75
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Grimme, J
Reference 76
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 77
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Adam: A Method for Stochastic Optimization
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 79
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 80
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Singraber, T
Reference 81
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Unresolved cited work
Reference 82
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Essmann, L
Reference 83
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Gubler, J
Reference 84
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Schran, K
Reference 85
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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)
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RuNNer 2.0: A Software Suite for High-Dimensional Neural Network Potentials Sch¨ afer, runner-interface: Generic Python interfaces to the RuNNer code
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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)
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Reference 91
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Reference 92
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