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Paper Citation Record · LEDGER

Heterogeneous Multi-Agent Reinforcement Learning for Zero-Shot Scalable Collaboration

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2404.03869.

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

pith.paper-citation-record.v1
2404.03869 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 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-12T05:42:57.561468Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T05:42:58.719898Z

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 8e506054-92e5-4d67-8520-a2602e211a5f · inbound

Why Do Multi-Agent LLM Systems Fail? cites this paper.

Why Do Multi-Agent LLM Systems Fail? Heterogeneous Multi-Agent Reinforcement Learning for Zero-Shot Scalable Collaboration

Reference 79

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:42:58.724310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-12T05:42:57.561468Z digest=sha256:8451700b6bdb5b792a8d723604609e31f66b8c134e61b2bfca868a6dc757accc

Observation 0de815af-363c-4eca-acf1-846d43adcb77 · inbound

Randomness is sometimes necessary for coordination cites this paper.

Randomness is sometimes necessary for coordination Heterogeneous Multi-Agent Reinforcement Learning for Zero-Shot Scalable Collaboration

Reference 53

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T04:50:57.877325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T01:01:38.215613Z digest=sha256:d29c822e70e9e72133a0cc78f2a1f07c5e067881853cbe0a96a16da2e3fc473e