Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T12:38:46.863695Z
Paper Citation Record · LEDGER
Improved Physics-informed neural networks loss function regularization with a variance-based term
As of 18 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2412.13993.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
36 of 36 outbound references displayed
- verified exact0
- verified fuzzy7
- unresolved27
- parse uncertain0
- malformed identifier1
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 2930bf28-f311-4e3f-926a-54eae4eb5825 · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T12:38:48.548540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7cd11e48-6d89-4dd8-b168-aa657bbbc9d0 · outbound
This paper cites Zhang, L.
Improved Physics-informed neural networks loss function regularization with a variance-based term Zhang, L
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T12:38:48.513080Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bc21bbe0-7249-4258-90d4-8379154993e2 · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.530364Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48fe4a62-e15d-4d03-8bfb-233bb50f8a5f · outbound
This paper cites Vaswani, Attention is all you need, Advances in Neural Information Processing Systems (2017).
Improved Physics-informed neural networks loss function regularization with a variance-based term Vaswani, Attention is all you need, Advances in Neural Information Processing Systems (2017)
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.533932Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 733aef47-e53b-41db-a090-a8440a78792b · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.537538Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4806ffea-f958-4383-85e7-e3795f1b2d72 · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.541318Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b45314fc-120c-4e37-8498-c88e40df4bc4 · outbound
This paper cites Raissi, P.
Improved Physics-informed neural networks loss function regularization with a variance-based term Raissi, P
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.622250Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bff311f-2d21-4d08-84de-e751c1eb3b84 · outbound
This paper cites Hornik, M.
Improved Physics-informed neural networks loss function regularization with a variance-based term Hornik, M
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.682908Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a166dbe6-4311-4fd2-9ad6-eaec7037882e · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T12:38:48.368756Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d0740050-8461-4218-8a6e-9d0efecea071 · outbound
This paper cites Haghighat, M.
Improved Physics-informed neural networks loss function regularization with a variance-based term Haghighat, M
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T12:38:48.321604Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2f7111cb-20bc-4c84-8c39-e02bd6f682a1 · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.758174Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d71dd1ed-d2a7-4ebc-9b29-342154658f2d · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.761869Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50cf8251-ba05-48a4-98c4-570b3eb4ee87 · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T12:38:48.305614Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2f3da1b3-9cd7-43d5-9f27-4cc439335b4c · outbound
This paper cites Raissi, A.
Improved Physics-informed neural networks loss function regularization with a variance-based term Raissi, A
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.769422Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4eec26ae-517c-4d6b-af0f-e22c927db854 · outbound
This paper cites Orera, J.
Improved Physics-informed neural networks loss function regularization with a variance-based term Orera, J
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.773220Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d16d9574-cd68-4618-811d-7892bbc8b180 · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T12:38:48.288706Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation de0f1c0b-1b40-44dd-aaf4-dcecc46cb8bf · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T12:38:48.248005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d7fc8c76-41c1-46cf-a20d-4a83160d4246 · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T12:38:48.078680Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dc538bc1-8148-4c1d-ba69-9797be1a2e21 · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.787839Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65622186-dbd6-4acd-8dbb-73e7193ed81f · outbound
This paper cites Jeong, J.
Improved Physics-informed neural networks loss function regularization with a variance-based term Jeong, J
Reference 20
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-11T12:38:47.216265Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2e3e0968-1b01-4921-9967-3c2828e665e3 · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T12:38:47.941313Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ef1a9278-55db-4976-9353-d660dd9712bc · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T12:38:47.931173Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c6d8eceb-f5b8-4e62-be6f-1b3998f62335 · outbound
This paper cites Manav, R.
Improved Physics-informed neural networks loss function regularization with a variance-based term Manav, R
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.802658Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 159c0741-a015-457f-b707-e98c8a525c31 · outbound
This paper cites Goswami, C.
Improved Physics-informed neural networks loss function regularization with a variance-based term Goswami, C
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.805856Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba1b6ba6-3712-49fe-9cd4-18bea6d302f2 · outbound
This paper cites Markowitz, Portfolio selection/h.
Improved Physics-informed neural networks loss function regularization with a variance-based term Markowitz, Portfolio selection/h
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T12:38:47.909403Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 87fd9381-0b4e-42ab-99ed-e473baa5ae1c · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 26
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-11T12:38:46.812671Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f112f03a-07b6-4a9c-a398-b69a3c535d6b · outbound
This paper cites Seeger, Gaussian processes for machine learning, International journal of neural systems 14 (02) (2004) 69–106.
Improved Physics-informed neural networks loss function regularization with a variance-based term Seeger, Gaussian processes for machine learning, International journal of neural systems 14 (02) (2004) 69–106
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T12:38:47.901051Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation aeb8b02a-10fb-402d-bbce-dd73a3970e46 · outbound
This paper cites Matheron, Principles of geostatistics, Economic geology 58 (8) (1963) 1246–1266.
Improved Physics-informed neural networks loss function regularization with a variance-based term Matheron, Principles of geostatistics, Economic geology 58 (8) (1963) 1246–1266
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T12:38:47.891519Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation db8283e6-9ffa-4ed8-b4ba-f051098bb52e · outbound
This paper cites Deep Neural Networks as Gaussian Processes.
Improved Physics-informed neural networks loss function regularization with a variance-based term Deep Neural Networks as Gaussian Processes
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.822536Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f34d8dd-ca88-44bb-9cb5-c9867eb122e4 · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T12:38:47.881353Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ecbc0a47-ddc4-4077-b19a-7320f77b488c · outbound
This paper cites Hastie, The elements of statistical learning: data mining, inference, and prediction, Vol.
Improved Physics-informed neural networks loss function regularization with a variance-based term Hastie, The elements of statistical learning: data mining, inference, and prediction, Vol
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T12:38:47.872097Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 449a9178-69e7-453d-83cf-3f5387381fd7 · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.833181Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation daddc24b-3cf8-486e-bd1b-a8cec47c2324 · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T12:38:47.855641Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8b8cdda9-a2d5-4b3e-94a1-31cee7f4bbd6 · outbound
This paper cites Adam: A Method for Stochastic Optimization.
Improved Physics-informed neural networks loss function regularization with a variance-based term Adam: A Method for Stochastic Optimization
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T12:38:46.839915Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d5675e5-aab7-4076-ab55-d2801b70a94f · outbound
This paper cites an unresolved cited work.
Improved Physics-informed neural networks loss function regularization with a variance-based term Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T12:38:47.793741Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0f16eb22-ad53-4f5a-bf33-39a628cdc4b1 · outbound
This paper cites Basdevant, M.
Improved Physics-informed neural networks loss function regularization with a variance-based term Basdevant, M
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T12:38:47.594364Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Pith citing papers
No inbound Pith citation observations are available.