Pith. sign in

Paper Citation Record · LEDGER

Knowing when to trust machine-learned interatomic potentials

As of 7 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2605.00640.

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

pith.paper-citation-record.v1
2605.00640 v1

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-09T20:20:22.056820Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

61 of 61 outbound references displayed

  • verified exact13
  • verified fuzzy34
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c9d1ac5e-25a1-4267-9765-4db994db816d · outbound

This paper cites & Parrinello, M.

Knowing when to trust machine-learned interatomic potentials & Parrinello, M

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.235142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:89f9bf5d43070fa94ad2fd2e21afb522daea290519ced410047824556365f1a2

Observation 0b5fc779-572f-4338-946e-faf67dc2f92a · outbound

This paper cites J.et al.Roadmap on machine learning in electronic structure.Electronic Structure4, 023004 (2022).

Knowing when to trust machine-learned interatomic potentials J.et al.Roadmap on machine learning in electronic structure.Electronic Structure4, 023004 (2022)

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.247733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:e71aefe3b8ecb9eebee035cce67490e6d4d1a6af11a65932e87961486ecf46dd

Observation 8c5ec818-4c5e-4531-bea0-9827a37ab0c5 · outbound

This paper cites T., Sauceda, H.

Knowing when to trust machine-learned interatomic potentials T., Sauceda, H

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.250768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:1b1352228abd3f83bcadd5404a09b1b9c83e2d00e90e5cbc64a28c2acb3ecf0c

Observation 23198164-3841-4bbf-9a80-4356c42cc758 · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-24T13:26:13.244439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:aa9f9abb4bea0ae2eb79261dd6792c4cb1b85946167e1eb6de3618523d4963cd

Observation 63cd0168-8b9d-4d17-8fe7-a1730b7818a8 · outbound

This paper cites P., Simm, G., Ortner, C.

Knowing when to trust machine-learned interatomic potentials P., Simm, G., Ortner, C

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.262622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:ee7d99f991a7b374e92c0c090c7c09124e5be5f12f5deb34bff039e77291b37c

Observation 94304dcd-6ce9-4dae-a8f8-186fa4e27569 · outbound

This paper cites M., Zubatyuk, R.

Knowing when to trust machine-learned interatomic potentials M., Zubatyuk, R

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.269235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:cdd4d3f54ff2d494368e8713838646dc4fdb9eec99ed1da7807d8e41d998ce3e

Observation cc07a8f0-d17c-49cb-876d-14b3ef3739c9 · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-24T13:26:13.257560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:5d68cf462721fdab3d7a51f0adf36c14bd6ef8e3e06697d3ea8e027342143f99

Observation 1d4e4ed7-0145-41e9-840f-8f7c780ee535 · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-24T13:26:13.238672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:7d6122b78648378aa5acea311a5d6ff285baf39a22e2ef87f2759ecdabe20eb6

Observation 6af834c8-7209-4767-aeb8-e988a52250d3 · outbound

This paper cites Uma: A family of universal models for atoms.

Knowing when to trust machine-learned interatomic potentials Uma: A family of universal models for atoms

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:16:10.985019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:04bb7cf601e81796e45e4ff7386396d721ca325af8664dbd707cb1686ceb3ef8

Observation 2aeb36ff-bf2d-43fc-b25e-046c40ad3a24 · outbound

This paper cites & Kohn, W.

Knowing when to trust machine-learned interatomic potentials & Kohn, W

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.241766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:f659d7ab7c7dac9b91d91a97aafedc3226191f6e75f47846a3596ad19296264b

Observation 98957f69-6dcb-4966-906a-bd0031585531 · outbound

This paper cites & Sham, L.

Knowing when to trust machine-learned interatomic potentials & Sham, L

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.266192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:59505db7db428ac08327128ebd6131131f03d5bec0de3efa3203d9592468b276

Observation 1bbe1db0-b974-4876-ab48-f0b74f510138 · outbound

This paper cites & Tiwary, P.

Knowing when to trust machine-learned interatomic potentials & Tiwary, P

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.231992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:dba8355c2ef3b9c82db81804c78ea5b77f809585cd7df96ba8f7d561b3a9c942

Observation 7f36bd54-82c0-42a7-be1e-f8bab7780f87 · outbound

This paper cites EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations.

Knowing when to trust machine-learned interatomic potentials EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:16:10.975487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:366484607154253672166d1c530257c4c033cb256ad38b03971fe9b3d6c61544

Observation 80f5d517-ea10-429e-b7ab-42d6de29f0b3 · outbound

This paper cites P.et al.Mace-off: Short-range transferable machine learning force fields for organic molecules.Journal of the American Chemical Society147, 17598–17611 (2025).

Knowing when to trust machine-learned interatomic potentials P.et al.Mace-off: Short-range transferable machine learning force fields for organic molecules.Journal of the American Chemical Society147, 17598–17611 (2025)

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.254524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:9a4ce5642e1d8769675572f4d8c5f1e2fa446f6660c3cc7fe1ca219b1057fdbd

Observation 2b9a037f-e630-4f69-9a92-2ffe3a114800 · outbound

This paper cites A recipe for scalable attention- based mlips: unlocking long-range accuracy with all-to-all node attention.

Knowing when to trust machine-learned interatomic potentials A recipe for scalable attention- based mlips: unlocking long-range accuracy with all-to-all node attention

Reference 15

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T15:16:10.894408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:8f79d40bd05108632dd307f540e43db88370ca67e14d1096faeb9c075929015d

Observation b53b0534-f9de-4ddb-8090-5576a9e9f7fa · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-24T13:26:13.147700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:174b13cf74c61ac6cd7ee530b4ea48e3d501a2c52ad85bc5569a29141860e126

Observation a90f5811-81cb-45cf-be79-8cafd0d24670 · outbound

This paper cites & Waegeman, W.

Knowing when to trust machine-learned interatomic potentials & Waegeman, W

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.137267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:38a5c410b21bf2e5f9e091628784eb4ceb16ddf71cd5cf9269d2f32cfd01c8de

Observation f3198fe0-a6b0-455c-bb03-cb31473fcab4 · outbound

This paper cites & Marsalek, O.

Knowing when to trust machine-learned interatomic potentials & Marsalek, O

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.155092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:cf7c00a82195648d0d79cede79eec97a1af6e61df91ce7a1d6f24fef4090f223

Observation 2492d2fa-bcf3-49ed-b839-6b0b930233ce · outbound

This paper cites S., Nebgen, B., Lubbers, N., Isayev, O.

Knowing when to trust machine-learned interatomic potentials S., Nebgen, B., Lubbers, N., Isayev, O

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.136079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:9fce01baeb5af8cc1369e1175e5f72fd748f494e0f20b46774525b0ba789eac8

Observation 9ffd5ba0-8282-4f47-9faa-d8ded196000c · outbound

This paper cites R., Urata, S., Goldman, S., Dietschreit, J.

Knowing when to trust machine-learned interatomic potentials R., Urata, S., Goldman, S., Dietschreit, J

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.222930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:3ead39eb1fcccc83418d293c32ae8fd8eed8ae62dbc613458e9ffb99e509929e

Observation 6d619f86-cc02-4408-a577-7327597f2a22 · outbound

This paper cites P., Maliyov, I.

Knowing when to trust machine-learned interatomic potentials P., Maliyov, I

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.203206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:ed4ea19d371657bc102c188124d80864dd4ff5149468eac89f6ff924c3d95f96

Observation 5946864b-df4a-4bd8-99c8-f793761e9faa · outbound

This paper cites & Rossi, K.

Knowing when to trust machine-learned interatomic potentials & Rossi, K

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.228543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:2d52bdfb03f5c354ddd819718d55ff0c4120f50bea6cfbada57278016e3c5d64

Observation 3db66330-c548-4fa0-b443-90da9e0f3655 · outbound

This paper cites J., Vermeire, F.

Knowing when to trust machine-learned interatomic potentials J., Vermeire, F

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.207804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:3489017ddc9d8682d25c00b45bcaad854f110826de4d1ad05314f6246b6dfe45

Observation 92874c69-c00d-4dc1-b8c1-494e957d1758 · outbound

This paper cites & Blundell, C.

Knowing when to trust machine-learned interatomic potentials & Blundell, C

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.210136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:ff888abdef974060f659b8671e83b8c33dffd283bdbf140920068594d157603e

Observation 7ed019c3-b1de-4c95-8783-65b252c89f94 · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-05-24T13:26:13.200499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:f9bccdb1ba8cd0f0b69ff3773efc93220649386af4ab5e7ab6418509be6ae6b8

Observation ca16d277-79bd-454d-b430-05d5fda89539 · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-24T13:26:13.238400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:4973e33a6c3704760465b2cfa60ab620d49b040405ff06bbc151f026b24bc49b

Observation 74f83443-7058-45f2-bd3a-7a57ad049e5e · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-24T13:26:13.217897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:3102db7f655281a1f311b6780bd1f3e2779785c5bb27f52f5d9392809363e44b

Observation 2d40eea3-5063-4195-967a-8684d457f112 · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-24T13:26:13.176842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:ad2a50f1643e1fc09c49ac36a82e3682645d64ebe436ef34a21c04f10ced7e68

Observation 368d2215-6407-4547-8ee4-82033e2f06f3 · outbound

This paper cites P., Ortner, C.

Knowing when to trust machine-learned interatomic potentials P., Ortner, C

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.200110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:b0a89a89e9f04a62b5707541aa6e6dda04805f1ff327c7defbf8bae7ce5501c8

Observation ec882c35-acdd-4f28-b526-cad8a5abcfd2 · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:16:10.906177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:039d84c5812ef7776de22f3ee58e4def3d8a4d6a73641964590c97c38039fb81

Observation 4803eda1-abc7-452d-a7f7-22cdf31ce818 · outbound

This paper cites On the Uncertainty Estimates of Equivariant-Neural-Network-Ensembles Interatomic Potentials.

Knowing when to trust machine-learned interatomic potentials On the Uncertainty Estimates of Equivariant-Neural-Network-Ensembles Interatomic Potentials

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:16:10.920227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:c21d853a81a1e85bb276a764609876832067a09b712ce0d196da8071512ff73b

Observation 979c308a-491d-4f19-b980-50e4b038319a · outbound

This paper cites A., Firoz, J.

Knowing when to trust machine-learned interatomic potentials A., Firoz, J

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.140125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:349a61398324032d56459e580040f95444cb33ac860e10381bed132a99e93651

Observation 30e4483f-afe8-43d6-be89-9d0fa0870cd3 · outbound

This paper cites & Ghahramani, Z.

Knowing when to trust machine-learned interatomic potentials & Ghahramani, Z

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.212962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:06f7fb73364eb29e47b4ed3463718773fdfb95b50597adc4c4b8047063d377aa

Observation 61b48223-f609-418b-9dc2-999dbecda288 · outbound

This paper cites & Tadmor, E.

Knowing when to trust machine-learned interatomic potentials & Tadmor, E

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.169891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:32f5b9b26a94226d5c70db8c41eee8e76d479892c0d66b59a157df097d70708f

Observation d19cd870-e09c-4d71-ad7d-5d827ae8c795 · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-05-24T13:26:13.218079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:82f7da5e146566ead531057b95882ae8c1f0f04009cd9723bcdab5c9461dc507

Observation abb3c4a8-b72d-4e95-b3af-652899fc8452 · outbound

This paper cites Improved uncertainty quantification for Gaussian process regression based interatomic potentials.

Knowing when to trust machine-learned interatomic potentials Improved uncertainty quantification for Gaussian process regression based interatomic potentials

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:16:10.862457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:8f4ea04b0e0248611b4a57317d1ce4c8b9f31546cad36b5b28a3bd6f9ed55cda

Observation 7f0cf8f5-fd17-411a-b043-9e5fd2988639 · outbound

This paper cites S., Owen, C.

Knowing when to trust machine-learned interatomic potentials S., Owen, C

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.223613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:24d776458eec043ab74f5a46540485e47d3392dc6d21ed9384f505c8cb0091ca

Observation f6b16ab5-17fc-45b6-89d9-c7ecd1a3bf33 · outbound

This paper cites Bayesian Neural Networks versus deep ensembles for uncertainty quantification in machine learning interatomic potentials.

Knowing when to trust machine-learned interatomic potentials Bayesian Neural Networks versus deep ensembles for uncertainty quantification in machine learning interatomic potentials

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-06-23T04:13:39.963936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:90d1268f611362d016c2603d4e19b8c498d0dbddc2274d11b376e1663a084b8c

Observation 00b9038f-195a-436f-b1be-da93b8bcc1b5 · outbound

This paper cites BLIPs: Bayesian Learned Interatomic Potentials.

Knowing when to trust machine-learned interatomic potentials BLIPs: Bayesian Learned Interatomic Potentials

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:16:10.931864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:8c2879402f831e5085b5e1e581ed663c126ccd2343665159707c42eb7256df0a

Observation bd2fcf23-54eb-44b2-bfa1-2aa89199c65c · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-05-24T13:26:13.214256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:4d780ecdefb1fe2b4a06a0e84e0d46b9043ee1e7bde87ca434d56ff65b62a6a5

Observation b9483a0f-b076-4d6e-bfaa-e4ec6e499730 · outbound

This paper cites A., Samanta, A., Zhou, F.

Knowing when to trust machine-learned interatomic potentials A., Samanta, A., Zhou, F

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.143659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:c114c190817753b6e296d4d1271eb3e856c611c967af9077f8024a35d7446f8c

Observation 54632a9a-616f-4b98-a7a2-d85e7cffaee8 · outbound

This paper cites H., Ortner, C., and Wang, Y.

Knowing when to trust machine-learned interatomic potentials H., Ortner, C., and Wang, Y

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:16:10.851161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:82b7fc6facdb0fe6fc8829c27760cdf490c302d9befe39ba587affb5928b9dae

Observation 4db757d0-8195-458f-bd16-9ecc694c28c3 · outbound

This paper cites L., Marsalek, O.

Knowing when to trust machine-learned interatomic potentials L., Marsalek, O

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.173960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:e6fbf3522e6988f845e117588084b7275b91cca80b11f40891b3688b1dd4799d

Observation 05cd2961-8a5a-4af2-9c07-e159e9bf908c · outbound

This paper cites P., Duan, C., Yang, T., Nandy, A.

Knowing when to trust machine-learned interatomic potentials P., Duan, C., Yang, T., Nandy, A

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.127309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:a0660d927dfd488941fc7928c5455bc1ed6f79c13039f608e87c98502b8ae85a

Observation 0e876a4e-3412-4b3a-a4d8-29ae97e58fd6 · outbound

This paper cites & Kitchin, J.

Knowing when to trust machine-learned interatomic potentials & Kitchin, J

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.114288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:7f601c8dc1f465b63289a8456aea920d596f34423afa96fbe9aedc427eecb59e

Observation 3ccce68b-9c3f-4ea1-9bf9-67e09f6d3fc5 · outbound

This paper cites & Grasselli, F.

Knowing when to trust machine-learned interatomic potentials & Grasselli, F

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.177824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:7697b59c85b42dcbf84dc8cb45173f224aa10b70491e310f67d83973de91e7d3

Observation 624b7be1-a310-4ebc-8c79-6901ce62f5ad · outbound

This paper cites & Ceriotti, M.

Knowing when to trust machine-learned interatomic potentials & Ceriotti, M

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.194570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:a83760380a73d02d23f609f3d5d06a396f94e7814136d9983bc254885c65dd46

Observation fd5cdec6-0187-4e7c-8784-ddfdbc716b29 · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-05-24T13:26:13.132265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:da8d4afde19744f1bcbb219276beb684d0de6c3b4b8e0a309574c2a64d3728aa

Observation 8730aabf-8ad2-487d-ba9e-0c35310d477c · outbound

This paper cites & El-Yaniv, R.

Knowing when to trust machine-learned interatomic potentials & El-Yaniv, R

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.230673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:984b148cf87fd07a06ededa690375d19ff8a8cc5d8821455747beb294ff2e4c8

Observation bde8fb02-6042-451c-82ec-939568809afc · outbound

This paper cites & El-Yaniv, R.

Knowing when to trust machine-learned interatomic potentials & El-Yaniv, R

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.234300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:2dbaa9fdc7485d3bd43d5bf39f2aac8f6c13f3e611d3465412c1d1bb5f2bb196

Observation c3c0b6e2-30fe-4b60-89a2-cfc289494c1a · outbound

This paper cites Learning Confidence for Out-of-Distribution Detection in Neural Networks.

Knowing when to trust machine-learned interatomic potentials Learning Confidence for Out-of-Distribution Detection in Neural Networks

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:16:10.912662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:f3f7055d5a67379ecc2f499bb01db48ceb76316abdf2693c30354e95a3f29d95

Observation cb69b8dd-7fa7-41cf-bf10-a50521e4e889 · outbound

This paper cites A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks.

Knowing when to trust machine-learned interatomic potentials A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-12T18:23:45.262282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:ce793bc5f015eb265c51d988a371f28e3540d7869be63ba22d3fcbb1e2360c23

Observation 64472184-683f-47c4-bcea-67fdce1f0af6 · outbound

This paper cites & Shin, J.

Knowing when to trust machine-learned interatomic potentials & Shin, J

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.190354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:a9d040cb6024e55792b710e24e7be82213728bdcb1fa07fe351b85441df96289

Observation d42892d6-23a7-4e6c-b780-20491359fcbc · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-05-24T13:26:13.104645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:ec56fd25deb5a4ea5aa322c81d5c2a98fc90d0cf370f358488e698473ddf9485

Observation 55f4531c-2357-4ecd-84a8-c9c6c56bd012 · outbound

This paper cites & Liu, Z.

Knowing when to trust machine-learned interatomic potentials & Liu, Z

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.097671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:e779df92f161cf0bf0b468ffb86b153f1791b4d9646845385ba410eb9d5e962d

Observation 5e558b08-8256-4bb2-8eee-403f997a4270 · outbound

This paper cites N., Listgarten, J.

Knowing when to trust machine-learned interatomic potentials N., Listgarten, J

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.183615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:cc14242524a00da64ad41953fd0ac6be90545c027fee5784a8c87d458616c5cb

Observation 7315be92-e271-4a03-9950-27c712c2af17 · outbound

This paper cites Understanding intermediate layers using linear classifier probes.

Knowing when to trust machine-learned interatomic potentials Understanding intermediate layers using linear classifier probes

Reference 57

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:16:10.945927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:83c6b38595efd9f45192262ddd4011d406d96a3b748e00b2f86db419857290b0

Observation 7699fae8-b21b-4f90-a23f-07a3bc37cf14 · outbound

This paper cites UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.

Knowing when to trust machine-learned interatomic potentials UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

Reference 58

Resolution
verified exact
local_arxiv, observed 2026-05-11T15:16:10.957745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:f569a1bbe0cda5854171c654a12ebce6ec93decb577daed7ae6129b17d3b4cbc

Observation c434954d-9ac6-473a-aa20-f446a09a566c · outbound

This paper cites & Paliwal, S.

Knowing when to trust machine-learned interatomic potentials & Paliwal, S

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T13:26:13.225611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:bf16ca1a2d528442c18d225197c6dd35c222bef5858398e1aa9f9d82ea845faf

Observation 83cc649c-c130-4511-b3b8-7e65676f9271 · outbound

This paper cites an unresolved cited work.

Knowing when to trust machine-learned interatomic potentials Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-05-24T13:26:13.186259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:891c3e99cce9093cc4d8e82c83771e0a71e2b29dcdb5f747a52ead9356e4b393

Observation 8f360a3d-23b6-4c64-b67c-1930094ef295 · outbound

This paper cites Errors that matter: Uncertainty-aware universal machine-learning potentials calibrated on experiments.

Knowing when to trust machine-learned interatomic potentials Errors that matter: Uncertainty-aware universal machine-learning potentials calibrated on experiments

Reference 61

Resolution
verified exact
local_arxiv, observed 2026-05-11T15:16:10.964373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T20:20:22.056820Z digest=sha256:4c04329d7f35a9768d01ea885de56c39b77258bea3ebb1e5953376aac35a8a2e

Pith citing papers

No inbound Pith citation observations are available.