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Paper Citation Record · LEDGER

CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2503.22708.

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

pith.paper-citation-record.v1
2503.22708 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 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 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:49:03.018962Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T17:44:57.825887Z

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 f3560e76-ce88-449d-b436-f38711ea9d23 · inbound

Human-LLM Compound System for Scientific Ideation through Facet Recombination and Novelty Evaluation cites this paper.

Human-LLM Compound System for Scientific Ideation through Facet Recombination and Novelty Evaluation CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-23T20:58:26.519872Z

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=2026-05-23T20:58:01.255342Z digest=sha256:d0c5af64386bdb5a4a29c3836ebfddeb42c3d9030051cdb882fbe5b9f2de3615

Observation a76b139d-8395-4ad3-bb58-e36029c73cb7 · inbound

AI Scientists Fail Without Strong Implementation Capability cites this paper.

AI Scientists Fail Without Strong Implementation Capability CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T11:49:03.018962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:49:03.018962Z digest=sha256:6b0b8ec6ec2eea1023022b58809fc723f919984dae3bcbfba1c863a86b98183f

Observation b226fa31-f1e6-49dc-bada-2df3b3a67977 · inbound

THE-Tree: Can Tracing Historical Evolution Enhance Scientific Verification and Reasoning? cites this paper.

THE-Tree: Can Tracing Historical Evolution Enhance Scientific Verification and Reasoning? CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T22:24:48.012312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:24:48.012312Z digest=sha256:6025d0e8cfcf80eb5792aae9554348fb6dcf66791d0ee8d4f7b287f3d58214d6

Observation 7c7db077-096b-41fb-8ae4-8aa8e2cb965a · inbound

RExBench: Can coding agents autonomously implement AI research extensions? cites this paper.

RExBench: Can coding agents autonomously implement AI research extensions? CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation

Reference 18

Resolution
metadata mismatch
arxiv_id, observed 2026-05-19T07:37:08.886790Z

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=2026-05-19T07:33:39.675929Z digest=sha256:187fec30ff4b9700825f80d93f2b4794a072cdd6e79de7af0d0c0b954a3ce465

Observation 94c75cf6-fd37-4690-91d5-b42fa7db90e8 · inbound

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator cites this paper.

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation

Reference 69

Resolution
metadata mismatch
arxiv_id, observed 2026-05-19T05:17:06.242647Z

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=2026-05-19T05:15:49.513101Z digest=sha256:00fe600ababddaadb438cc988901daaafbcd2b7993a6d6f64ef043ae2ac5b75b

Observation de8ee71c-3e8e-4a8c-af3b-c77eb133118b · inbound

How Far Are AI Scientists from Changing the World? cites this paper.

How Far Are AI Scientists from Changing the World? CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-06T10:55:14.745760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T10:55:14.745760Z digest=sha256:9f67e92c352819504b91ad7144aca038c8f39aaec981064a818e6e5276158e35

Observation 42dd82d9-ec7b-49bf-a0f8-e6c0a2e58549 · inbound

DeepReviewer 2.0: A Traceable Agentic System for Auditable Scientific Peer Review cites this paper.

DeepReviewer 2.0: A Traceable Agentic System for Auditable Scientific Peer Review CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-15T17:20:10.407634Z

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=2026-05-15T17:19:38.627340Z digest=sha256:367bd3deb14df99000d3c5f6e5fae57076ddcbacf46577cf88f79e36d97e74bf

Observation a3025867-adff-4e06-a31d-dffd0095f427 · inbound

ArtifactLinker: Linking Scientific Artifacts for Automatic State-of-the-Art Discovery cites this paper.

ArtifactLinker: Linking Scientific Artifacts for Automatic State-of-the-Art Discovery CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-19T20:32:45.539697Z

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=2026-05-19T20:29:27.398862Z digest=sha256:351ca38a4f996bb3b4e18506c4092f2f652f4723afe36c6d933bef11d954341e

Observation 46ee0b42-f8b0-4065-9030-7d9274f78000 · inbound

EvoSci: A Bio-Inspired Multi-Agent Framework for the Evolution of Scientific Discovery cites this paper.

EvoSci: A Bio-Inspired Multi-Agent Framework for the Evolution of Scientific Discovery CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-06-30T17:44:57.829148Z

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=2026-06-30T17:38:59.707135Z digest=sha256:eb76f914281731ed07d3ff2dca719b0e4f362f0d89c6b26a5c5ecc8b6e418d56