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Paper Citation Record · LEDGER

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects

As of 10 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 0 inbound Pith citation observations for arXiv:2502.02801.

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

pith.paper-citation-record.v1
2502.02801 v2

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T11:08:30.478524Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

71 of 71 outbound references displayed

  • verified exact1
  • verified fuzzy48
  • unresolved22
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2361a765-ebff-425f-886d-0df167edfac6 · outbound

This paper cites O.; Shaw, D.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects O.; Shaw, D

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:33.286237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.523490Z digest=sha256:0ef7c52dc8f746e21ac21bcde5e70b24d05a85be0c8e6f16cebfbcfd19e385af

Observation ab13743f-5452-4e04-a983-39401e38d1a1 · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:33.323732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.474737Z digest=sha256:15e97338dd4728e24a7579a878794e26577cc34e0d20ba71ac5d40c71184cae8

Observation 386ac346-cf7c-4428-949b-c924ff7521c2 · outbound

This paper cites The reference QM theory was at the semi - empirical DFTB level with dispersion correction (51) , with TIP3P water model (52) for the MM region.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects The reference QM theory was at the semi - empirical DFTB level with dispersion correction (51) , with TIP3P water model (52) for the MM region

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:33.423644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.448576Z digest=sha256:b5108c776c6031f3b28f0b26975098dbc4d25c77e1d4dd32ffc4f06014dbdd7f

Observation b33f609e-826e-4769-ae52-86e254fb616d · outbound

This paper cites The results shown in Fig.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects The results shown in Fig

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:33.296364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.501629Z digest=sha256:f90e93ea83bebc670f9e9ed9c5ef9fc6a7511d3861edf70e5bc4b713fd4d9a54

Observation d170f679-8e7f-404c-a094-6a1574f67c43 · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:33.537887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.384283Z digest=sha256:6bb594888e45945ccb2f370499f96ca1cb540f3946151904c9cd58a785b3f7d1

Observation f4421bb1-fd3c-4a66-af72-b684fe79f950 · outbound

This paper cites K.; Greenwood, J.; Romero, D.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects K.; Greenwood, J.; Romero, D

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:33.275707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.530115Z digest=sha256:446974b61ec192ab4a7d6602c2d424ae2aec121b41d60f38aabc3bcf5a2b904c

Observation 9f6a9435-1de5-4506-8a7a-f4f11d71db31 · outbound

This paper cites A., Molecular dynamics simulations of biomolecules.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects A., Molecular dynamics simulations of biomolecules

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:33.263898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.534181Z digest=sha256:4f221df1db33723949815b48edcc2db1f5c5619699c9cddd769cd289bc2d121f

Observation 2bd527ef-86e9-402e-88df-2c22ef75898e · outbound

This paper cites A.; McCammon, J.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects A.; McCammon, J

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:33.248350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.537628Z digest=sha256:2a7b7938834cd69108865a3f486493eb640cd16d28811bc9c276c4ab71d9e3c1

Observation 1b7a8311-0104-4437-9866-282eb0ee4525 · outbound

This paper cites M., Equilibrium Sampling in Biomolecular Simulations.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects M., Equilibrium Sampling in Biomolecular Simulations

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:33.238183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.555213Z digest=sha256:c2f0c56d8debfcce014c901beaa1ef16166f7e1c403ea89ecf558f2b46830505

Observation 203a8a92-3d19-499e-a726-24c8ec61a4b8 · outbound

This paper cites A.; Dror, R.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects A.; Dror, R

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:33.228796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.565433Z digest=sha256:6997d8d62fa9766b1ef86b7c6a0d639a46911bab86b4a9f11c848dd4497feac0

Observation 6b3c2968-15bc-4b2a-9d1d-752dd6539047 · outbound

This paper cites F.; Daura, X.; Hansen, N.; Mark, A.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects F.; Daura, X.; Hansen, N.; Mark, A

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:33.144148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.569471Z digest=sha256:0ff7980702aafe72da4cc9ab232738b392da20f478d0c5b33872fa06b22690e4

Observation 54ee46c3-4812-4bd6-b85f-ffcef47b0340 · outbound

This paper cites Nature 2024 , 627, 905 - 914.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Nature 2024 , 627, 905 - 914

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:33.086031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.573315Z digest=sha256:cf80c00c0f4126bd9e6b3e609ed09d3266e0362d8778f63c9ce4c3e5035b310d

Observation a9029240-34cf-48c4-b6f2-a939272bd5fd · outbound

This paper cites A.; Kanekiyo, M.; Amaro, R.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects A.; Kanekiyo, M.; Amaro, R

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:33.076359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.577659Z digest=sha256:73f3f0e4dfb1edc2cb89876661ac8de0ad569803f1ea454f6a1301ab2bd17627

Observation fc5b9759-80bd-4dbc-9802-2e36c39b7862 · outbound

This paper cites E.; Maragakis, P.; Lindorff - Larsen, K.; Piana, S.; Dror, R.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects E.; Maragakis, P.; Lindorff - Larsen, K.; Piana, S.; Dror, R

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:33.058561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.583754Z digest=sha256:649c4520750f30f9734d228be53d576740120eb4d0fc1875e6023b3e001f44b9

Observation 84a06c1e-3c3e-435b-8eec-9b3bf83f38b7 · outbound

This paper cites P .; Dror, R.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects P .; Dror, R

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.913190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.610773Z digest=sha256:3a91951b8ca0d26c3d87d0ecb199a7e90fe93c09985d8d4725e98d2502b85190

Observation bd2efed3-075a-4853-aab0-519030226ecb · outbound

This paper cites S.; Head - Gordon, T., New developments in force fields for biomolecular simulations.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects S.; Head - Gordon, T., New developments in force fields for biomolecular simulations

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.771976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.701367Z digest=sha256:31255833128dbe768348fb5cee0f126b35b3e6d1c1d515dc95e5ca0a8d7ddf56

Observation e1b841ed-898c-4563-afdc-2331c07dedad · outbound

This paper cites U.; Chen, H.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects U.; Chen, H

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.763483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.766602Z digest=sha256:65ed5f012c38d4c668dd567d630c99d868b72ea1c8ebe359f236e48d76fdd188

Observation fae9bd86-9562-472c-b475-d9d3050db270 · outbound

This paper cites - F., Comprehensive Comparison and Critical Assessment of RNA - Specific Force Fields.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects - F., Comprehensive Comparison and Critical Assessment of RNA - Specific Force Fields

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.753873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.795274Z digest=sha256:802f88a1ebdc35f4fc53f9431bca5428fc213aae93ee972983feb2099c404007

Observation 782d7818-c175-49b7-b716-6a3cb7c1d2bf · outbound

This paper cites M.; Thiel, W., QM/MM methods for biomolecular systems.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects M.; Thiel, W., QM/MM methods for biomolecular systems

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.743498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.798039Z digest=sha256:803791e4d8fb88ce1e5433b3e1345f3f7cd197e6adf2379e89477662d7079bb5

Observation a776f38d-12d5-441f-a9a9-b95fb7159f95 · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:32.733114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.800895Z digest=sha256:d438df4d2199799d2933c863b65bdbad0ac2d6588abe048af19b2ade19dd0aff

Observation 92207d7d-3cb6-4e8f-a3b4-db73ef9b750b · outbound

This paper cites L., Advances in quantum and molecular mechanical (QM/MM) simulations for organic and enzymatic reactions.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects L., Advances in quantum and molecular mechanical (QM/MM) simulations for organic and enzymatic reactions

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.724143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.804171Z digest=sha256:c4b991bc9653a9c83bb3ab65ec38f42ce62bd43c601c1e141a3e8e2933930de9

Observation 12a8065f-5ff1-4029-9051-4e209d6c4b42 · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:32.714482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.807212Z digest=sha256:c4f6d33a841418fd707be724d57f3a0d4669dc3198c6c692f87f4efd20a76ea1

Observation 51839cd2-d2f5-487e-b54b-a4117dd12c74 · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:32.688339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.810104Z digest=sha256:8313fdc33008977909722a5e25d2b65fe413dc2cd1fb6c362a3cf6383cc0a4f0

Observation 48dc2bb5-91c5-4700-85b0-fd31b4cbf08d · outbound

This paper cites S.; Isayev, O.; Roitberg, A.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects S.; Isayev, O.; Roitberg, A

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.563050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.813666Z digest=sha256:3f3e52900f4d8695cee10104031d36233b4b614b3c06f642088078288e97aa68

Observation f590b59e-1b3b-4fc4-8569-43705630dc35 · outbound

This paper cites T.; Sauceda, H.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects T.; Sauceda, H

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.438470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.816767Z digest=sha256:0331cafe9f22a252245b634f4cbb3da4a688af130b37ea0288738b3172698632

Observation 695ff273-5b35-4c0e-81c9-f92c1fd8c7f8 · outbound

This paper cites P.; Kornbluth, M.; Molinari, N.; Smidt, T.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects P.; Kornbluth, M.; Molinari, N.; Smidt, T

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.312301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.819983Z digest=sha256:d0ba758b14b9dfb92c6fa09a08a1f34862b0891c525c0743844e8e4227e1dc72

Observation 6251316e-86cb-4c23-bdce-0d80139856ad · outbound

This paper cites Stability-Aware Training of Machine Learning Force Fields with Differentiable Boltzmann Estimators.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Stability-Aware Training of Machine Learning Force Fields with Differentiable Boltzmann Estimators

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-09T11:08:29.822868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T11:08:29.822868Z digest=sha256:913aec32ff368e30d0205ca3c1b3966279007479c71b0167d48235b28434d4bb

Observation 0f1540c0-ee49-406e-868a-8cba887aec4f · outbound

This paper cites - Y ., Enhancing geometric representations for molecules with equivariant vector - scalar interactive message passing.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects - Y ., Enhancing geometric representations for molecules with equivariant vector - scalar interactive message passing

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.301507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.826758Z digest=sha256:5c670141dc3ea8f731c3d669b459a1789a3e21379e694f9476414345709d6de0

Observation 4c8c141b-0d3a-4d91-bded-4f50c3f80d8e · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:32.290422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.829777Z digest=sha256:5f2b6af8017905d58cca2e5c35b623a0e6a5846fffbc17942062a8183cac28b7

Observation e7f7e855-cd41-49d2-967f-39f53a69fe11 · outbound

This paper cites O., Quantum Chemistry in the Age of Machine Learning.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects O., Quantum Chemistry in the Age of Machine Learning

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.281658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.832834Z digest=sha256:33bf15d52cc0cf7361bd9c8175ded6ef283fd06222045be58f4c68cf5365459b

Observation 8a0c3c7a-d310-4bb2-93fa-7b9a30f421d2 · outbound

This paper cites On the design space between molecular mechanics and machine learning force fields.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects On the design space between molecular mechanics and machine learning force fields

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-09T11:08:29.835578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T11:08:29.835578Z digest=sha256:84d3ab2ccdbc94ae3bf5f985054f58796d249b3a1a1d2b4a4cdc16cb44a9ba2b

Observation 14118850-69ee-4398-9f12-6d80be7b53e9 · outbound

This paper cites Forces are not Enough: Benchmark and Critical Evaluation for Machine Learning Force Fields with Molecular Simulations.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Forces are not Enough: Benchmark and Critical Evaluation for Machine Learning Force Fields with Molecular Simulations

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-09T11:08:29.838855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T11:08:29.838855Z digest=sha256:846144d0ef7923bd791031d34aa6367c221ac3bec18240a562383315286c3941

Observation 930cd899-e5d4-4afd-87c3-d24f53c71d45 · outbound

This paper cites S.; Pickering, I.; Roitberg, A.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects S.; Pickering, I.; Roitberg, A

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.272316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.880274Z digest=sha256:40af32592123c6abb45f94f376036396c4ce03ff9d65b847159c6f254236ae92

Observation 1b59a942-2b23-4f16-985d-f38b291601b0 · outbound

This paper cites E.; Chodera, J.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects E.; Chodera, J

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.261429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:29.956060Z digest=sha256:3d9976829ec9e790a9cb569bb56453db2491aae3a6aa221e03a265d603905447

Observation df072bd3-2a4d-4376-a90a-3136b05ea50b · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:32.133709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.035461Z digest=sha256:7663a225953977f9c55a619255ef387f05ca9c0d6e67277cbec5209bbb60d728

Observation 929a736e-2e27-490c-8088-0a7d092faffb · outbound

This paper cites I.; Cieplak, P.; Cornell, W.; Kollman, P.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects I.; Cieplak, P.; Cornell, W.; Kollman, P

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.037423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.110308Z digest=sha256:acd57c7414184ae6dbb602a1367a6daad54611629c8e5b4d0f1a3ec70d3b6a43

Observation f938e7cc-584a-48e6-8b3e-7984e10696b2 · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:32.027953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.166907Z digest=sha256:48d1d76292c2f112cd4bbaa1b2916a7f6f437b4e2932569ee19b6242dfc15022

Observation 15726c84-6406-41dd-89cb-d7eed611d323 · outbound

This paper cites G., QM/MM: what have we learned, where are we, and where do we go from here? Theor.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects G., QM/MM: what have we learned, where are we, and where do we go from here? Theor

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.019246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.189628Z digest=sha256:9ef921350186cac28e3557b52eac2011b5fa3aeef4eef83f3e370c7c43ab2864

Observation 2561fee2-ac06-49a8-bca9-ef6188aa6391 · outbound

This paper cites J.; Ekesan, Ş.; York, D.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects J.; Ekesan, Ş.; York, D

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:32.009719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.193317Z digest=sha256:30eca56a343f137d61886692978d63238ffaebc834cc9055d3f0cb771580dadc

Observation 1dcf899c-2667-41d5-b7bc-2acd364805a0 · outbound

This paper cites J.; Zeng, J.; Ekesan, Ş.; York, D.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects J.; Zeng, J.; Ekesan, Ş.; York, D

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.999112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.197240Z digest=sha256:246dfdcb8a70857eaa5c43a287e8f03293b97e9662adc952e79714fdad4a75bb

Observation 3595c4d7-9fb6-4bfb-94ed-cb9f2c386321 · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:31.990355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.200892Z digest=sha256:010487439fd02e311f63cebdcc9347416cf3852e800673e7584184dabb2ffefa

Observation 3e74c37e-7c42-47cd-9ad0-0f00921b6ef3 · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:31.923138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.203777Z digest=sha256:b96f0f816dbbc72c5df36d36f2b29bced661a997594880809da8fc6f4bd33996

Observation 7e084e81-a5cf-4fee-8f32-679297aa994b · outbound

This paper cites T.; Müller, K.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects T.; Müller, K

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.791580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.207267Z digest=sha256:70335591d73f092b742390e8295093d17579a9a7f602a828a11a0983d82fc5ce

Observation e50b21fb-c261-45d6-aaac-ca8ee081759d · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:31.715607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.210216Z digest=sha256:a70b2d3b7692effdf63a3b3f3a00f2afa126121ceffd167bfb39298219cb32e6

Observation 6dc3ee80-fe5d-4646-9ef3-03a6150fa800 · outbound

This paper cites Neural Network Potential with Multi-Resolution Approach Enables Accurate Prediction of Reaction Free Energies in Solution.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Neural Network Potential with Multi-Resolution Approach Enables Accurate Prediction of Reaction Free Energies in Solution

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-08-09T11:08:30.625212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.213970Z digest=sha256:4cb9b6ac2bc294622950e98fce7379c3c72994b7d91c52ff10783e505cbfa866

Observation 0274a394-750b-40e8-aec4-3bf4085064d4 · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:31.615349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.217410Z digest=sha256:92e18e8036780452274da7327c321571273a3d972d9747b875e60f5fd0e36da0

Observation 3a2d7740-be6d-4025-aefd-c6d307c7c399 · outbound

This paper cites W., emle - engine: A Flexible Electrostatic Machine Learning Embedding Package for Multiscale Molecular Dynamics Simulations.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects W., emle - engine: A Flexible Electrostatic Machine Learning Embedding Package for Multiscale Molecular Dynamics Simulations

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.602398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.220468Z digest=sha256:123feaf6979e816cf246c7cb8b01edd1e9caf9e605bd5d80aa122d530f99c6b4

Observation 8cc634e5-41f4-4d54-8da8-f6a9406dd9a0 · outbound

This paper cites A.; Ignacio, P.; Huddleston, K.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects A.; Ignacio, P.; Huddleston, K

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.592890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.223663Z digest=sha256:edccb7153c64033cc47d97f47323e942067ca39ecb12e7cf8463dda4322fc4e7

Observation baabdf16-1ccb-44c2-8847-e1dc78fc5c55 · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:31.582859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.226421Z digest=sha256:2278dbde5140a80da3d982863b4a7c5b2bfd84bb65d4a9f6e93a69fa15267f1c

Observation 7f7ba555-99a5-46c0-8ad2-02adf94f46a5 · outbound

This paper cites P .; Abreu, C.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects P .; Abreu, C

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.572749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.229669Z digest=sha256:35bdf0b886c9c7b05190917e5ce686c51e4cd8ffcde453e480202599f7e7565a

Observation c1991d5b-9a75-443d-8474-8651dfbef08c · outbound

This paper cites F.; Wu, Y .; Lemmin, T.; Maxwell, A.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects F.; Wu, Y .; Lemmin, T.; Maxwell, A

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.562387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.232585Z digest=sha256:dab0844aeec3696c4ae79a299d4b42bacea71777029db4cf42427e1998fd0b80

Observation b90ec5c0-61c2-4fcc-9928-f65391b47f89 · outbound

This paper cites D.; Cieplak, P.; Bayly, C.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects D.; Cieplak, P.; Bayly, C

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.552696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.235504Z digest=sha256:9c26ef757ef2394de8e8f63c82febb00c9e817b9113bdb177e4853ef4a0fe525

Observation f04cf7d8-2792-4705-9138-097c989ed49a · outbound

This paper cites L.; Grubmuller, H.; MacKerell, A.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects L.; Grubmuller, H.; MacKerell, A

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.542965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.238842Z digest=sha256:15009bf819ce20932ce3949488539bcc73d74268a2aee7e5896e5dde1d8928de

Observation b3f889fb-0e11-408c-8eed-ff844f4838a4 · outbound

This paper cites - S.; Bax, A., Determination of φ and χ1 Angles in Proteins from 13C−13C Three - Bond J Couplings Measured by Three - Dimensional Heteronuclear NMR.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects - S.; Bax, A., Determination of φ and χ1 Angles in Proteins from 13C−13C Three - Bond J Couplings Measured by Three - Dimensional Heteronuclear NMR

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.444743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.241723Z digest=sha256:c05df2c7048a9aed0830a8666a223ec0d248377704fe1d292f88a37df89d7d2d

Observation 9c82b0ae-0571-46f2-a89c-21ed589aa09d · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:31.290706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.245219Z digest=sha256:ea10e587df7403ced5a01d4d4791f4a6484e84aec22d0984c235bb7dde40f567

Observation f96fa135-437c-4b97-be92-ebf301df2e46 · outbound

This paper cites L.; Chandrasekhar, J.; Madura, J.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects L.; Chandrasekhar, J.; Madura, J

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.197088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.248602Z digest=sha256:1dede34af618e82ea4cb7f21a7c0ef13ad7438f56867861d75ccbd9ff88e0f23

Observation aeeed6f9-ffb6-447b-a430-d0994a177550 · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:31.187964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.283847Z digest=sha256:6ce622b5c4234c18279fb9f5133dff87f025ef48e81a1e2745b4ce6eb1499484

Observation d4df8711-7580-48bd-b5c2-53a3b1e4a3be · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:31.179389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.343794Z digest=sha256:afe4c60289d9426855d2466ba3bc0c1a936eddcab3725f8261fc6a9f6bb054e3

Observation fedda7ed-ebe6-40c0-b971-dd999995d345 · outbound

This paper cites constants.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects constants

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.170002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.388526Z digest=sha256:04ee4908acbf40fe00aef1e55f63315c1e4b0c540a3bf1ac0f2f3e6cc9edaf4b

Observation 66fd977d-f6f2-4e68-8472-45c80d28fee4 · outbound

This paper cites T., Molecular polarizabilities calculated with a modified dipole interaction.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects T., Molecular polarizabilities calculated with a modified dipole interaction

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.160661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.419822Z digest=sha256:f8d5518cc3ffb401d4100742c3befe521f79138bf4cfa45bfb8acaf5068d62a4

Observation 1dcb454b-5e18-40e7-a749-bf6be9685070 · outbound

This paper cites - D.; Head - Gordon, M., Long - range corrected hybrid density functionals with damped atom – atom dispersion corrections.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects - D.; Head - Gordon, M., Long - range corrected hybrid density functionals with damped atom – atom dispersion corrections

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.150405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.423535Z digest=sha256:06f2f5b83a3b86f7948327954731727bdc3964dd558636c81dbd69cd59ff18ab

Observation 7c101e81-83b0-4ebc-97d6-bc8114bb39db · outbound

This paper cites T.; Unke, O.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects T.; Unke, O

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.140175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.426818Z digest=sha256:34353041d080df488a3894506b510a256666408c6fd253a904c50e6ddb966511

Observation b6cd4efc-9278-4eca-9f20-9035e488bb32 · outbound

This paper cites T.; Dou, S.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects T.; Dou, S

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.130514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.430174Z digest=sha256:a2855058861af8d8a0485509999d092faab47f704edf970adc4afe4e158e323c

Observation 6586b29e-97a6-44e8-b966-bd1e7408ec26 · outbound

This paper cites T.; Stöhr, M.; Ganscha, S.; Unterthiner, T.; Maennel, H.; Kashubin, S.; Ahlin, D.; Gastegger, M.; Medrano Sandonas, L.; Berryman, J.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects T.; Stöhr, M.; Ganscha, S.; Unterthiner, T.; Maennel, H.; Kashubin, S.; Ahlin, D.; Gastegger, M.; Medrano Sandonas, L.; Berryman, J

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:31.037348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.433580Z digest=sha256:a7c79d1559bfc2caaae0d4d527889fc66f02fc3b99b704727aa4d523591e61fe

Observation fbd0df59-89f7-4acd-86f6-6ba398cb736b · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:30.893581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.436939Z digest=sha256:95313b9e31c79f5219693c3bad7d38faacd8a32f4207c3bdcf371a4d8e22063a

Observation 6ea6f424-9100-46ce-aa00-d954a9e9779e · outbound

This paper cites - Y ., Ab initio characterization of protein molecular dynamics with AI2BMD.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects - Y ., Ab initio characterization of protein molecular dynamics with AI2BMD

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:30.795054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.440055Z digest=sha256:1266f3795de8d09ca7e609e30a9287f901d636b7c0d214a57b8c02f05ec56f7e

Observation c677e5e5-41f3-43ec-9672-6dc71d15818c · outbound

This paper cites W.; Ren, P., Polarizable Atomic Multipole - Based AMOEBA Force Field for Proteins.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects W.; Ren, P., Polarizable Atomic Multipole - Based AMOEBA Force Field for Proteins

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:30.782996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.443399Z digest=sha256:d9db553bff772e51dd9e952828e6f586447061969cc2b654c3fed477efc2f64a

Observation 22c48d43-0454-427c-a31a-fa12eebd7639 · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:30.772310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.447017Z digest=sha256:cd8f26b5a67eaed17b51f660e7d777cd6ae81953d12e3c20a2a1e491149dfa62

Observation 76d47b8c-199d-4b6c-b0e5-faf67c346b4d · outbound

This paper cites J.; Bash, P.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects J.; Bash, P

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:30.751104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.450824Z digest=sha256:99cd11c859afb49b1b81312ece9df41c3c9dae9b913900a9dfff5e9a5186997f

Observation 7b8c99a9-9a8c-4055-96be-668fd4b5e926 · outbound

This paper cites an unresolved cited work.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:08:30.740344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.454095Z digest=sha256:a75eeaa40487dc634b7eee98ea1810845d875c17a6a556835a3c5f5912b089e9

Observation 1e488d28-8d08-463f-a21c-7dc15628da55 · outbound

This paper cites This computation of external electrostatic potential in periodic ML/MM system s is implemented in the OpenMM - Torch API using PyTorch as the programming framework.

NepoIP/MM: Towards Accurate Biomolecular Simulation with a Machine Learning/Molecular Mechanics Model Incorporating Polarization Effects This computation of external electrostatic potential in periodic ML/MM system s is implemented in the OpenMM - Torch API using PyTorch as the programming framework

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:08:30.730074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T11:08:30.478524Z digest=sha256:758712dcb2b382e42feedead1390739073f394188e36b413c32bbeca87242921

Pith citing papers

No inbound Pith citation observations are available.