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Paper Citation Record · LEDGER

Beyond Human Intervention: Algorithmic Collusion through Multi-Agent Learning Strategies

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 1 inbound Pith citation observation for arXiv:2501.16935.

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

pith.paper-citation-record.v1
2501.16935 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 1 of 1 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-08T06:13:17.633146Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T21:16:15.393291Z

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 a9fda2f9-b73c-4253-9009-95e74cf8a2f5 · inbound

Breaking the Secret: Economic Interventions for Combating Collusion in Embodied Multi-Agent Systems cites this paper.

Breaking the Secret: Economic Interventions for Combating Collusion in Embodied Multi-Agent Systems Beyond Human Intervention: Algorithmic Collusion through Multi-Agent Learning Strategies

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-11T21:16:15.465998Z

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=2026-05-08T06:13:17.633146Z digest=sha256:3367f6b94e0e1788e08c5879ac4452e290230d1b7432978b4b4bf93e9facf8a2