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Paper Citation Record · LEDGER

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks

As of 13 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 3 inbound Pith citation observations for arXiv:2411.18121.

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

pith.paper-citation-record.v1
2411.18121 v1

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:33:34.070900Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:52:54.805435Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T14:10:29.534432Z

Reference resolution

69 of 69 outbound references displayed

  • verified exact4
  • verified fuzzy36
  • unresolved28
  • parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e2a3492c-83f7-4d2f-baf7-5ed118879b95 · outbound

This paper cites F.; Berendsen, H.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks F.; Berendsen, H

Reference 1

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Source-reported events for the cited work

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Observation 2f82c67c-bbda-4b12-8b06-ed31b90da67d · outbound

This paper cites an unresolved cited work.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Unresolved cited work

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 048a41f3-8b46-41b9-ac73-7041094f26df · outbound

This paper cites D.; McCammon, J.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks D.; McCammon, J

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 53836b42-3f34-459a-a5c9-8e6c286ba419 · outbound

This paper cites an unresolved cited work.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Unresolved cited work

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 8624ac15-6717-4cf2-b427-db32a3a12372 · outbound

This paper cites L.; Blondel, A.; Boittier, E.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks L.; Blondel, A.; Boittier, E

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.049805Z digest=sha256:0a6dc2d7ff8b9e9b92fe59523aac1024bbbc5f6ed22d95577c3b0456415a72e8

Observation 8d306c05-dc26-4c66-b4a8-923cb5ed3845 · outbound

This paper cites utt, K. T.; Tkatchenko, A.; M\.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks utt, K. T.; Tkatchenko, A.; M\

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.054535Z digest=sha256:c7cc1b03ff7719985a59d1c945c004ba82741e8885eefe2ab8c31aa679a71c89

Observation ae5f51ce-a47f-4010-9770-cd0613b8afd0 · outbound

This paper cites a ser, S.; Vazquez-Salazar, L. I.; Meuwly, M.; T \.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks a ser, S.; Vazquez-Salazar, L. I.; Meuwly, M.; T \

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation b819d020-1460-4688-b654-2e08db465d81 · outbound

This paper cites L.; Bowman, J.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks L.; Bowman, J

Reference 8

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Observation 28a5adce-1bc0-4e03-83af-1f06ad98226a · outbound

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

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks On the design space between molecular mechanics and machine learning force fields

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation bdc5f72f-148d-44d6-8b74-b8444fbc8911 · outbound

This paper cites Computational invariant theory; Springer, 2015.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Computational invariant theory; Springer, 2015

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 8f352d7b-5e52-4355-b69e-602ec6c4e5ea · outbound

This paper cites G.; Pearlmutter, B.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks G.; Pearlmutter, B

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.073558Z digest=sha256:eafca3db26df1ec21a1a695241307e8129dffe39a9f9aeac7d058ed5dd471d69

Observation 3179bc96-7650-40f7-8c02-0cf0f726b2b5 · outbound

This paper cites S.; von Lilienfeld, O.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks S.; von Lilienfeld, O

Reference 12

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation f52ef022-3688-4eb5-a376-241f1f8120d0 · outbound

This paper cites A numerical study on learning curves in stochastic multilayer feedforward networks.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks A numerical study on learning curves in stochastic multilayer feedforward networks

Reference 13

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Observation dea8edc0-0675-4dd9-b83a-984c740507d0 · outbound

This paper cites an unresolved cited work.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Unresolved cited work

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation eecb07da-58d2-447c-b5e6-20e6dfefd375 · outbound

This paper cites S.; Von Lilienfeld, O.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks S.; Von Lilienfeld, O

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation abeeeb13-ce62-499c-adbb-e59151241346 · outbound

This paper cites T.; Meuwly, M.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks T.; Meuwly, M

Reference 16

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no resolver link, observed 2026-08-12T11:33:33.092845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8ca0c7f9-29e4-4a29-ac44-1104090020e7 · outbound

This paper cites Permutationally invariant, reproducing kernel-based potential energy surfaces for polyatomic molecules: From formaldehyde to acetone.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Permutationally invariant, reproducing kernel-based potential energy surfaces for polyatomic molecules: From formaldehyde to acetone

Reference 17

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation ec3f9b97-6164-4fe8-bf3f-285dfe2ddd13 · outbound

This paper cites A.; Christensen, A.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks A.; Christensen, A

Reference 18

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 538a7587-4657-4404-bd41-bb0f6d470f56 · outbound

This paper cites J.; Chmiela, S.; Cui, M.; Frank, J.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks J.; Chmiela, S.; Cui, M.; Frank, J

Reference 19

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 454d27c8-d9ef-40b6-987c-7dd42bac0353 · outbound

This paper cites J.; Chmiela, S.; Cui, M.; Frank, J.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks J.; Chmiela, S.; Cui, M.; Frank, J

Reference 20

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation bfc44cc6-de56-4fd0-99fe-2d1078f6b867 · outbound

This paper cites F.; Moore, C.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks F.; Moore, C

Reference 21

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 9dc5c42c-e184-4c40-856d-7360a494db8f · outbound

This paper cites an unresolved cited work.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Unresolved cited work

Reference 22

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 1c6bf418-8af6-47fe-af2c-74954297acdc · outbound

This paper cites C.; Nelson Jr, D.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks C.; Nelson Jr, D

Reference 23

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 08a69cf3-6013-4d5d-90db-dc603d67fe08 · outbound

This paper cites D.; Meuwly, M.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks D.; Meuwly, M

Reference 24

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.209252Z digest=sha256:436048c988fc78166b255b2133d38f084b6654380bb3984f23cd686fed8b8745

Observation bae44cb5-c207-4b67-8eee-0f408401627c · outbound

This paper cites Quantum corrections to classical time-correlation functions: Hydrogen bonding and anharmonic floppy modes.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Quantum corrections to classical time-correlation functions: Hydrogen bonding and anharmonic floppy modes

Reference 25

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation df298c91-212d-4173-82f0-814c5737790b · outbound

This paper cites H.; Mortensen, J.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks H.; Mortensen, J

Reference 26

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 57ffce11-5432-4283-b85c-2a0e68d751c5 · outbound

This paper cites Bibliographic review and new measurements of the infrared band strengths of pure molecules at 25 K: H _2 O, CO _2 , CO, CH _4 , NH _3 , CH _3 OH, HCOOH and H _2 CO.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Bibliographic review and new measurements of the infrared band strengths of pure molecules at 25 K: H _2 O, CO _2 , CO, CH _4 , NH _3 , CH _3 OH, HCOOH and H _2 CO

Reference 27

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.219794Z digest=sha256:d68e00d219022d81d5cb9d486121649228c024075b9e769996a6219ca6033a53

Observation 8ece0c69-a505-49fa-97c9-234df6fe0363 · outbound

This paper cites T.; Meuwly, M.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks T.; Meuwly, M

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 552233be-b465-4332-ba91-fc656993437f · outbound

This paper cites A.; Barletta, P.; Harris, G.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks A.; Barletta, P.; Harris, G

Reference 29

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 87085971-14a2-4486-944a-5309b64bbb9d · outbound

This paper cites an unresolved cited work.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Unresolved cited work

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.245450Z digest=sha256:fdbb18b840e6fcd76e0181b57b53d2741ced5b367e99d54845f2d33477143a95

Observation 82b1b507-009f-4e08-b5f4-3f356f813294 · outbound

This paper cites an unresolved cited work.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Unresolved cited work

Reference 31

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unresolved
raw_fallback, observed 2026-08-12T11:33:35.566368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.263378Z digest=sha256:c77850f3e4783f8e40f4272b352986ab216574f6354f8714abba0ea84df66596

Observation 9702bdc8-92f6-4283-ae58-1249b194a18b · outbound

This paper cites P.; Reich, D.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks P.; Reich, D

Reference 32

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.267586Z digest=sha256:a6430f1ee466e0a64c9872976d66ebec3246815106f41428d50d007cccf439d1

Observation 6432c7a5-9209-43af-8432-ac3ece164f9b · outbound

This paper cites P.; Vazquez-Salazar, L.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks P.; Vazquez-Salazar, L

Reference 33

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unresolved
no resolver link, observed 2026-08-12T11:33:33.271814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.271814Z digest=sha256:f3c0a1c679de1c4ff923033c30a7cdb841b088562a3a6db809057db94b52bd8f

Observation 7b7e4651-e69f-4a97-8c7a-0669026cd565 · outbound

This paper cites Feshbach Resonances in Cold Collisions: Benchmarking State of the Art ab initio Potential Energy Surfaces.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Feshbach Resonances in Cold Collisions: Benchmarking State of the Art ab initio Potential Energy Surfaces

Reference 34

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local_arxiv, observed 2026-08-12T11:33:34.484492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 28a71de8-85b4-4f07-838c-726bd30f3081 · outbound

This paper cites T.; DeBlase, A.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks T.; DeBlase, A

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:35.486447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.342783Z digest=sha256:daf3e5850608cc20cc8652fb750e2787ca2dbc5e63e4e8bc4c903423d2b8362e

Observation 2085c3cd-4a88-47ad-abe7-32f996c8d991 · outbound

This paper cites Vibrational spectroscopy and proton transfer dynamics in protonated oxalate.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Vibrational spectroscopy and proton transfer dynamics in protonated oxalate

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-12T11:33:33.444402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.444402Z digest=sha256:e3aab22a734b4dd30f4e98143e1d0d05eeb7867e77c25209948f41f4e3c24c7a

Observation b2bb251b-5535-4671-ba64-b3cf9cc028cd · outbound

This paper cites T.; Meuwly, M.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks T.; Meuwly, M

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:35.464884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.448660Z digest=sha256:0809635d2dd26d720ccbeaa34110dc6e08ec2794693d008c3ebec20ca8f1d06c

Observation d4e5fe0b-cbbd-49a0-8d52-4b87cfb447b2 · outbound

This paper cites an unresolved cited work.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:33:35.452049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.489004Z digest=sha256:ad66197b50fe2c233751ee2fa5e8adba8213c29c026c8da17d6a1afbf9724a9b

Observation c6c7fe61-4fc4-4160-8ba8-74255b909b85 · outbound

This paper cites The role of Occam's razor in knowledge discovery.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks The role of Occam's razor in knowledge discovery

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:35.438631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.588762Z digest=sha256:942c301019615d394776ec79591f2dd0a754fd105735700fefe5c94bc9dfed1f

Observation d617979b-4151-4ba8-942a-cd98305416dd · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-12T11:33:33.644304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.644304Z digest=sha256:1ba60f42b08d3a0399a46682426e06e7ca12706eb243605e20dcf3d9c15900d0

Observation 4ecd7bba-ccb0-4d9d-bac9-6c2d182d4d12 · outbound

This paper cites EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-12T11:33:33.648268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.648268Z digest=sha256:a56638b83be4ca3b1cf6cc59a7b564ebd2c0d7111932a53fdb4805da60677303

Observation 28d1c9d4-0b74-445d-ac61-396f1437da66 · outbound

This paper cites Probing the effects of broken symmetries in machine learning.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Probing the effects of broken symmetries in machine learning

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-08-12T11:33:34.440044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.652937Z digest=sha256:9b011f3b7a5a6678580e0ec8fa7b54c2e9dd9a7ab45decbf5c5e26269e890733

Observation 1dee8534-9fbc-46b9-856c-3a35d2d99467 · outbound

This paper cites C.; Bemish, R.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks C.; Bemish, R

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:35.425548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.656701Z digest=sha256:e35996b61dc8689c8a33311a25ffd99303275c43f0d57161c1eb0e18eaabaeef

Observation 33f7c9fd-ac1e-415a-95ab-a71ff83753b4 · outbound

This paper cites J.; Meuwly, M.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks J.; Meuwly, M

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:35.356539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.660127Z digest=sha256:d284652c5d2dda205d9ce7795a0e3abc8dfe111c12bd66b3c2ed8e12126fd53c

Observation 0801dbf1-0097-41ef-9857-c533997e71fb · outbound

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

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks S.; Isayev, O.; Roitberg, A

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-12T11:33:33.663881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.663881Z digest=sha256:ea5e9c95b248b04d56e67a6a8950dab7fc8e6d7ac9b5e3370d799f1e9763a3da

Observation af7988bd-7ca6-4502-b5f2-c2654eaca7c9 · outbound

This paper cites u tz , M.; Celani, P.; Gy\.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks u tz , M.; Celani, P.; Gy\

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-12T11:33:33.667503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.667503Z digest=sha256:280b418bb6cf13e6641c72d8339f3dff7e71e9dc84c7781dd85793d02ecf436f

Observation 88a89229-140e-4781-880b-b71a7b34a831 · outbound

This paper cites GFN2-xTB—An accurate and broadly parametrized self-consistent tight-binding quantum chemical method with multipole electrostatics and density-dependent dispersion contributions.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks GFN2-xTB—An accurate and broadly parametrized self-consistent tight-binding quantum chemical method with multipole electrostatics and density-dependent dispersion contributions

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-12T11:33:33.671299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.671299Z digest=sha256:000d71908d10cb55f084e3d4bd9f6414cf50247c1e7791f71b0e6acafc8cc0db

Observation 75530728-3a8d-433a-a4ed-ab531dea4371 · outbound

This paper cites Introduction to the diffusion Monte Carlo method.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Introduction to the diffusion Monte Carlo method

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-12T11:33:33.675167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.675167Z digest=sha256:e6459206137c4c2e69e216e201f1dc406c1bc0f73423923c97be52d66aecf150

Observation 97753cec-724e-47ae-8624-1bf26e65c6d2 · outbound

This paper cites Transfer learned potential energy surfaces: accurate anharmonic vibrational dynamics and dissociation energies for the formic acid monomer and dimer.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Transfer learned potential energy surfaces: accurate anharmonic vibrational dynamics and dissociation energies for the formic acid monomer and dimer

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-12T11:33:33.731215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.731215Z digest=sha256:5a102f55355ab4b22b483b05f6a372ade46d4ba024c1be2e0fcc25fa3afbf0ef

Observation 3b826bcd-50c4-4f84-b2a3-ca117bec59ef · outbound

This paper cites Adam: A Method for Stochastic Optimization.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Adam: A Method for Stochastic Optimization

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-12T11:33:33.810770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.810770Z digest=sha256:fea931e71931e1b837c7353d0a9f960388040739aba756916474cf3d20c7e3e8

Observation fcd8f989-962c-4679-b28e-84b940bf6095 · outbound

This paper cites Neural Networks: Tricks of the trade; Springer, 2002; pp 55--69.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Neural Networks: Tricks of the trade; Springer, 2002; pp 55--69

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:35.277248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.816603Z digest=sha256:2e6d26378801ee322a2228830c828832b62dc89ebd89747192fa665fef79f6a0

Observation 4bf8dcdd-df10-4e45-8779-67d21fec3987 · outbound

This paper cites an unresolved cited work.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:33:35.265818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.820288Z digest=sha256:a98230affeac3a78f9788fd277664d9b971c63547f45a42889fc46e9b8528e95

Observation d836cd78-ddc8-4c10-acb1-4f49164c1c28 · outbound

This paper cites W.; Behler, J.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks W.; Behler, J

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:35.252626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.830363Z digest=sha256:5a1f10c90c275f1b810d1a93feb81c54cb2e2aa9c6cfeccb2b7229a641e793a2

Observation 6f797d64-b639-4b40-a1c7-29c5fb0fa21e · outbound

This paper cites Generalized neural-network representation of high-dimensional potential-energy surfaces.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Generalized neural-network representation of high-dimensional potential-energy surfaces

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-12T11:33:33.836827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.836827Z digest=sha256:f1bc40182a66873b92c956b0e5ea9cbd39ec0a5e40ee3da520ef3feff6401b0a

Observation 8026fec8-1f58-4849-8efb-ecb999e8ee91 · outbound

This paper cites an unresolved cited work.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:33:35.233163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.847205Z digest=sha256:febf0e26610e03f8f6874a4756147d3715b5b5a46db82072246c6d5e17e5c5d8

Observation 439156a9-1696-487a-be5c-48289921f0e6 · outbound

This paper cites V.; Acioli, P.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks V.; Acioli, P

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:35.156664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.853597Z digest=sha256:a2b153edc293dad8511b4432ba1fd031585a3bf7b93789f1600a3361a61ac6b7

Observation 4ffc1e1d-d87b-41ed-ad87-2abd14a9cd73 · outbound

This paper cites T.; Le, H.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks T.; Le, H

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:35.146102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.859798Z digest=sha256:33c0ce7f2ca8354b42a5e1d8c9ad5a0201b2c6c9e45db72fa4bd016e8fe49025

Observation 555c4978-249f-433c-bbc9-241865065172 · outbound

This paper cites Permutation invariant polynomial neural network approach to fitting potential energy surfaces.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Permutation invariant polynomial neural network approach to fitting potential energy surfaces

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:35.103106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.864064Z digest=sha256:d9b7cdd16f3703224cd7b17a7a5d036e6377ebd99ea94ab0d983b1077817578a

Observation a6c75c96-f1f7-4d57-83bf-e36737b0d83d · outbound

This paper cites an unresolved cited work.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-12T11:33:33.868121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T11:33:33.868121Z digest=sha256:f3bb260ec560f817bcc65634814090d037ad71b9e207dcd81eca80554a5091ab

Observation 3fbe2b60-bb77-433e-a5b3-55ed8d69b00e · outbound

This paper cites J.; Bowman, J.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks J.; Bowman, J

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:34.936743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.871952Z digest=sha256:f986b12037a5eb4b06d5e5414d039f7bd0be72c175cb013fbb7a5d6725375dcf

Observation d3e2982e-5707-46c3-9bd7-6be64489b24b · outbound

This paper cites an unresolved cited work.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:33:34.893637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.875823Z digest=sha256:a26f2ec34210b0225d2dfb7b653a18ad4f1960f7430fce58360a58c9cbd14b3a

Observation 1e576541-996c-4a2f-8ad1-8962a8ab090c · outbound

This paper cites M.; Czako, G.; Fu, B.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks M.; Czako, G.; Fu, B

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:34.881140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.879810Z digest=sha256:b8a55ab980f552e46216874235772144ac10476d73b504b463bb4543c3b3d0cd

Observation d0e9ccb3-4216-4918-b8d1-3659374feac8 · outbound

This paper cites Theory of reproducing kernels.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Theory of reproducing kernels

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:34.868039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.883712Z digest=sha256:880a91249b47d45dbaf14b035c98768f8d79be4b692fdae498b02bc4c98bd217

Observation 32ba10b3-144d-4a5e-8285-4d881ebf5753 · outbound

This paper cites A general method for constructing multidimensional molecular potential energy surfaces from ab initio calculations.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks A general method for constructing multidimensional molecular potential energy surfaces from ab initio calculations

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:34.854740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.887986Z digest=sha256:91e1d9e2fa68e11db2b1647fc989e99b8eff7b8edf93528cb5f177bea0d4cd68

Observation ac6cb9a6-a985-464b-ae36-236cc532d362 · outbound

This paper cites C.; Koner, D.; Schwilk, M.; Bemish, R.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks C.; Koner, D.; Schwilk, M.; Bemish, R

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:34.842850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.891640Z digest=sha256:6fcd5df1d7492ebc152f8b658edb2f9d35c5191c1882b4b3af10096929a4e04f

Observation 4a77eb13-618d-4b86-8a2e-b5204b70ca89 · outbound

This paper cites Formation and Stabilization of Ground and Excited-State Singlet O _2 upon Recombination of ^3 P Oxygen on Amorphous Solid Water.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Formation and Stabilization of Ground and Excited-State Singlet O _2 upon Recombination of ^3 P Oxygen on Amorphous Solid Water

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T11:33:34.828118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.895080Z digest=sha256:ebd3eca5014a333045d07b7463a05c4cfac402c90fc7c57ebdc6eeb911b4cfd2

Observation d7fe6da6-11ed-4512-bdd2-87ba88937077 · outbound

This paper cites an unresolved cited work.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:33:34.735225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:33.952968Z digest=sha256:95fd9f060b6b6eb4de4315870c089670c8bd5648b1f797446c56868a77e0d988

Observation 4fa0b5e3-ffc4-494e-a7b5-5427fcf85e17 · outbound

This paper cites an unresolved cited work.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-12T11:33:34.603464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:34.006563Z digest=sha256:c634ca4184ad0254b219af2175a50dd7bad023a40f66eac59467369855799f35

Observation 7fdd8cb7-b43d-45e9-ad0a-07926cc02f57 · outbound

This paper cites error floor.

The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks error floor

Reference 69

Resolution
verified exact
raw_fallback, observed 2026-08-12T11:33:34.281402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-12T11:33:34.070900Z digest=sha256:214afe3cbf75530ed897c3320c7acd88c877d6a0f424f9fee5097a6171912da4

Pith citing papers

Observation 9b6e74a8-e9f8-4371-92c9-2bbbe0b7f6b2 · inbound

Towards Large-Scale Condensed Phase Simulations using Machine Learned Energy Functions cites this paper.

Towards Large-Scale Condensed Phase Simulations using Machine Learned Energy Functions The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T21:52:54.805435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T21:52:54.805435Z digest=sha256:03255fb50f6fc83695725eb51a5e90258f4f41ddf99e25d13876c0d1c635824d

Observation da1d2606-eeb9-46fd-943e-655f681be793 · inbound

Dynamics of Protonated Oxalate from Machine-Learned Simulations and Experiment: Infrared Signatures, Proton Transfer Dynamics and Tunneling Splittings cites this paper.

Dynamics of Protonated Oxalate from Machine-Learned Simulations and Experiment: Infrared Signatures, Proton Transfer Dynamics and Tunneling Splittings The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks

Reference 60

Resolution
unresolved
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source=arxiv_source observed=2026-08-05T22:47:34.685295Z digest=sha256:59a31fa17a8b58f1de318c921d2e6e16e9233dcdcddcd21396fafa292e435f14

Observation 5885d1fe-8d02-4840-8807-cc903f922aea · inbound

Fidelity of Machine Learned Potentials: Quantitative Assessment for Protonated Oxalate cites this paper.

Fidelity of Machine Learned Potentials: Quantitative Assessment for Protonated Oxalate The Bigger the Better? Accurate Molecular Potential Energy Surfaces from Minimalist Neural Networks

Reference 38

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source=pdf_text observed=2026-05-10T13:48:11.732864Z digest=sha256:25685bb32868f8533d71e534e161a46a9778749446b249dab7b7e802ebf5d76a