Paper Citation Record · LEDGER

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design

As of 8 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 1 inbound Pith citation observation for arXiv:2505.16979.

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

pith.paper-citation-record.v1
2505.16979 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:56:36.558074Z

measured 36 of 36 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:13:23.221104Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T10:13:26.322786Z

Reference resolution

35 of 35 outbound references displayed

verified exact1
verified fuzzy0
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 38cb7e6c-498e-42cd-b103-8afe914ff72a · outbound

This paper cites online" 'onlinestring :=.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:32.529744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ee5d545-c688-4a39-ad03-d479a7aeefd8 · outbound

This paper cites write newline.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:32.608306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb23cb6e-fd94-4c7a-8c82-475168647f24 · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:56:38.806003Z

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.

Observation b180bdd9-ff2b-437f-8fce-7054227028ba · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:56:38.521139Z

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.

Observation c0dc8f5a-afe3-42d2-9187-e9872cc5ca8e · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:32.677682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65c0a5a5-ba5a-4733-8df4-4450ef88eea5 · outbound

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

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Why Do Multi-Agent LLM Systems Fail?

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:32.808702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67e9b8dd-afbd-4bf0-bc4b-fd690525f2e8 · outbound

This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Large Language Model based Multi-Agents: A Survey of Progress and Challenges

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:32.969328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d17f3a44-140d-4086-a852-752d3efd3e39 · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:33.078123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9706fe62-fe1e-4841-9898-f79d4d1d86f7 · outbound

This paper cites War and Peace (WarAgent): Large Language Model-based Multi-Agent Simulation of World Wars.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design War and Peace (WarAgent): Large Language Model-based Multi-Agent Simulation of World Wars

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:33.182303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4412c058-b74c-4b0d-9ae4-284b6e20054a · outbound

This paper cites u chemann, Maria Bannert, Daryna Dementieva, Frank Fischer, Urs Gasser, Georg Groh, Stephan G \.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design u chemann, Maria Bannert, Daryna Dementieva, Frank Fischer, Urs Gasser, Georg Groh, Stephan G \

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:33.292356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67c7126a-cc1c-401a-b46e-7a659aae0157 · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:33.409693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c139642-5651-4139-84cc-bb730c64572d · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:33.531347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbce0af0-99a6-4bfc-8588-665d791dbe1b · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:56:38.233740Z

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.

Observation 0adbdc01-ede2-44cd-93da-9d044e219fe1 · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 14

Resolution: verified exact; doi, observed 2026-08-07T14:56:36.791899Z

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.

Observation 8e500be0-4bbe-432b-8cab-d1c9ed964658 · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:56:37.898718Z

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.

Observation a1d4d80e-f988-4b99-98e5-df2a4f55b8cd · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:34.003691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e23cf4ba-0fc5-4fa8-8081-b06c3bae6380 · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:56:37.728047Z

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.

Observation b4d7cb14-1fe7-49c1-95c0-0d54860110d3 · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:34.161914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications.

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.

Observation 69db1a67-537b-4b7e-a191-4dbe9c8d78f0 · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:34.424976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15da7632-c56b-4337-930e-e80b6f1dbe1f · outbound

This paper cites Multi-Agent Collaboration Mechanisms: A Survey of LLMs.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:34.564647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de64b7ab-c6ed-4236-a1ea-1a173dcbe9ba · outbound

This paper cites Mixture-of-Agents Enhances Large Language Model Capabilities.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Mixture-of-Agents Enhances Large Language Model Capabilities

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:34.692865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3e3b0aa-2ee5-4c9b-bc46-3a116fc84f41 · outbound

This paper cites AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:34.805236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73ac7d3f-2e0a-4df8-8f41-9ce2f2d63567 · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:34.966993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6f39e03-1a0d-4f53-b950-0b939d942bd8 · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:56:37.514161Z

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.

Observation 0eea3ffe-91af-4ef7-90a4-9943d17d52a3 · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:56:37.346572Z

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.

Observation ba8b68e8-d7c6-4276-acfe-4cc6c405d731 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:35.443397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2f33942-d4c4-4e31-afc4-f311c9911e1a · outbound

This paper cites BloombergGPT: A Large Language Model for Finance.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design BloombergGPT: A Large Language Model for Finance

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:35.598851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 308a8aa7-f4bc-4b1e-ba6d-9e2447426c8e · outbound

This paper cites Hallucination is Inevitable: An Innate Limitation of Large Language Models.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Hallucination is Inevitable: An Innate Limitation of Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:35.744046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c014bc2c-494d-4d75-9abf-de4b7677a165 · outbound

This paper cites OpenCity: A Scalable Platform to Simulate Urban Activities with Massive LLM Agents.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design OpenCity: A Scalable Platform to Simulate Urban Activities with Massive LLM Agents

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:35.926702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ff5458b-609f-4b6b-ac50-8ae35f11f86e · outbound

This paper cites Task Memory Engine (TME): Enhancing State Awareness for Multi-Step LLM Agent Tasks.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Task Memory Engine (TME): Enhancing State Awareness for Multi-Step LLM Agent Tasks

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:36.057998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5208f43-596d-4f5d-b742-8e21de80ae06 · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:36.187157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80e3175d-96bc-464f-bf10-ee9d53ca72e0 · outbound

This paper cites OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:36.303732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c2c8c74-cb7a-4ce4-8ca5-84286048f33f · outbound

This paper cites an unresolved cited work.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:36.411806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27510b94-8cf9-4669-8915-68833004d2e4 · outbound

This paper cites MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:36.558074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1eea66e6-ecd5-4ec4-97f6-9a4294af67a0 · inbound

Node-as-Agent: Graph Agentic Network cites this paper.

Node-as-Agent: Graph Agentic Network Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-06T10:13:26.384376Z

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.