Pith. sign in

Paper Citation Record · LEDGER

Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2412.05449.

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

pith.paper-citation-record.v1
2412.05449 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:56:34.286652Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T04:26:37.721400Z

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 844b8ac1-4f17-46a1-872e-906e8769b006 · inbound

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design cites this paper.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T14:56:34.286652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:56:34.286652Z digest=sha256:74f7a46b728d5c685b7c5baadea7d73d1a0c6635567fa5ebe2c682e3f0f34cc4

Observation 541d1a98-e0a2-4c83-90ad-732739115982 · inbound

ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms cites this paper.

ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T11:15:37.375943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:15:37.375943Z digest=sha256:7832ea97f01c835f019a1f5cfedee47175b46c461cdc3c11ea15d874ce0992f3

Observation 62d62e53-d3c5-4a62-b391-a5404b7c9bc0 · inbound

Supporting Construction Worker Well-Being with a Multi-Agent Conversational AI System cites this paper.

Supporting Construction Worker Well-Being with a Multi-Agent Conversational AI System Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T05:23:37.303374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:23:37.303374Z digest=sha256:3d879543fc79669cd3edc074a90ee1dc5c1635955d30bc779908bb22416b1ac1

Observation 908422d9-c7bc-4909-99ba-fe8670523150 · inbound

MAGPIE: A dataset for Multi-AGent contextual PrIvacy Evaluation cites this paper.

MAGPIE: A dataset for Multi-AGent contextual PrIvacy Evaluation Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T22:47:24.152501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:47:24.152501Z digest=sha256:23f7ba73dee54c363b435b99dd5568ed332c235f88366e53a72fe95a4954dae5

Observation 3a80dd8d-5a69-4eb2-a44e-ba2ecce73e0b · inbound

LLM-Based Multi-Agent Systems for Code Generation: A Multi-Vocal Literature Review cites this paper.

LLM-Based Multi-Agent Systems for Code Generation: A Multi-Vocal Literature Review Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-05-15T19:56:33.809116Z

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=2026-05-15T19:52:49.324500Z digest=sha256:ecd1b32dc140cf2912e7ed2b875649e0a46cafb4d69f21c08e865aed8d3d113f

Observation 15f5c261-5132-491e-bc66-711b89082948 · inbound

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems cites this paper.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications

Reference 300

Resolution
verified exact
arxiv_id, observed 2026-05-15T03:08:58.157203Z

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=arxiv_source observed=2026-05-15T03:07:38.232966Z digest=sha256:0ff3dde5ecabbce246e31d73af79de45de739d8a2edc0277355ae0057065098a

Observation 260b2e2e-7463-4940-bed1-d145ae0c32f1 · inbound

Security, Privacy, and Ethical Risks in OpenClaw cites this paper.

Security, Privacy, and Ethical Risks in OpenClaw Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:26:37.727388Z

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=2026-05-25T04:25:49.102385Z digest=sha256:6e61493c8c386f6d9db58813b2c8b833e5dea5befb1913e5e90253d9e6b5c701