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Paper Citation Record · LEDGER

Scaling Laws in Scientific Discovery with AI and Robot Scientists

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2503.22444.

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

pith.paper-citation-record.v1
2503.22444 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:55:16.700371Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T19:59:27.284188Z

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 64d51624-aa91-47c4-a2c0-e3c7bdec48e1 · inbound

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research cites this paper.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Scaling Laws in Scientific Discovery with AI and Robot Scientists

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T00:55:16.700371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.700371Z digest=sha256:589e406f879020e5faf7fbe2c667de32095180ae9c5451bbdb86e546fb96745b

Observation a2bd3106-b141-40be-ad9b-c5e2de206467 · inbound

Open, Reproducible and Trustworthy Robot-Based Experiments with Virtual Labs and Digital-Twin-Based Execution Tracing cites this paper.

Open, Reproducible and Trustworthy Robot-Based Experiments with Virtual Labs and Digital-Twin-Based Execution Tracing Scaling Laws in Scientific Discovery with AI and Robot Scientists

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-05T19:59:27.380068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:59:24.537399Z digest=sha256:5f4fd421a24b3ad76f5090d99a6dd54056a6862ab30f883c9f738fd4feab08e3