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Paper Citation Record · LEDGER

How to Avoid Trivial Solutions in Physics-Informed Neural Networks

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2112.05620.

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

pith.paper-citation-record.v1
2112.05620 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

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

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:49:34.959801Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T05:46:26.513434Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 6e1d1e48-665c-4d3b-bfa8-c3ac449e6d09 · inbound

B-PL-PINN: Stabilizing PINN Training with Bayesian Pseudo Labeling cites this paper.

B-PL-PINN: Stabilizing PINN Training with Bayesian Pseudo Labeling How to Avoid Trivial Solutions in Physics-Informed Neural Networks

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T20:49:34.959801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:49:34.959801Z digest=sha256:daed6b1c6cc53e2efd4ae8042993142dd36434f96b9f892ca736a07f1b5d6846

Observation 096b628a-68e6-4e05-b127-bb441f1b96fb · inbound

IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation cites this paper.

IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation How to Avoid Trivial Solutions in Physics-Informed Neural Networks

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-04T22:39:13.640757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:39:13.640757Z digest=sha256:51162139074fb3d12b0946fbb2ff88439a793870fa8371a1d5d0cf83c2e80fdd

Observation 038aab00-d49a-4d5e-9c8f-149df285046d · inbound

Per-Loss Adapters for Gradient Conflict in Physics-Informed Neural Networks cites this paper.

Per-Loss Adapters for Gradient Conflict in Physics-Informed Neural Networks How to Avoid Trivial Solutions in Physics-Informed Neural Networks

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:46:26.516390Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-05-12T05:00:35.040024Z digest=sha256:f81a328420c2df2562a76523f9a0adc6641299e212f0c2b0978bc840ea883938