Paper Citation Record · LEDGER

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems

As of 21 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 1 inbound Pith citation observation for arXiv:2606.27492.

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

pith.paper-citation-record.v1
2606.27492 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T00:52:04.018553Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-09T03:36:57.168246Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T03:45:55.711045Z

Reference resolution

51 of 51 outbound references displayed

verified exact0
verified fuzzy0
unresolved51
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5d502e32-61b7-47c7-a59b-fa0c76599a01 · outbound

This paper cites Graph of thoughts: Solving elaborate problems with large language models.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Graph of thoughts: Solving elaborate problems with large language models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79f0aad6-aa60-4549-8e0b-abc70b7dedad · outbound

This paper cites MapReduce: Simplified data processing on large clusters.Communi- cations of the ACM, 51(1):107–113, 2008.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems MapReduce: Simplified data processing on large clusters.Communi- cations of the ACM, 51(1):107–113, 2008

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f50599f8-c1ba-4f65-bf30-014185368f46 · outbound

This paper cites Tenenbaum, and Igor Mordatch.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Tenenbaum, and Igor Mordatch

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca15b592-6421-4c2f-8517-6baec1493d59 · outbound

This paper cites MetaGPT: Meta programming for a multi-agent collaborative framework.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems MetaGPT: Meta programming for a multi-agent collaborative framework

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91941989-5348-4328-ae51-f6a183fe6131 · outbound

This paper cites Automated design of agentic systems.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Automated design of agentic systems

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc32dacb-a2db-4aa5-8294-b20ad7b2dc28 · outbound

This paper cites Large language models cannot self-correct reasoning yet.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Large language models cannot self-correct reasoning yet

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da8e1658-c939-4719-96fc-a3bd674f024b · outbound

This paper cites Tree search for language model agents, 2024.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Tree search for language model agents, 2024

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a7afdd5-db2d-45b4-bd39-3fe3f1ea8dc1 · outbound

This paper cites CAMEL: Communicative agents for “mind” exploration of large language model society.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems CAMEL: Communicative agents for “mind” exploration of large language model society

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bec2d4bf-f610-4f95-8969-a3c1dfadf016 · outbound

This paper cites Encouraging divergent thinking in large language models through multi-agent debate.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Encouraging divergent thinking in large language models through multi-agent debate

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66e04f71-ce68-4ab1-b2e2-c02a5522d0b6 · outbound

This paper cites A dynamic LLM-powered agent network for task-oriented agent collaboration, 2023.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems A dynamic LLM-powered agent network for task-oriented agent collaboration, 2023

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57ac2d60-8fee-41de-8837-e34ad89498be · outbound

This paper cites Bowman, and Shi Feng.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Bowman, and Shi Feng

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation bcdbe5f0-0de6-4fe3-bb94-3db5ff8a7967 · outbound

This paper cites Scaling large-language-model-based multi-agent collaboration.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Scaling large-language-model-based multi-agent collaboration

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation e02ccf3e-3a06-417e-b90f-37607109de28 · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Reflexion: Language agents with verbal reinforcement learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation b98a78b7-94de-4ba0-83b2-f860e7a85fdc · outbound

This paper cites V oyager: An open-ended embodied agent with large language models.Transactions on Machine Learning Research, 2024.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems V oyager: An open-ended embodied agent with large language models.Transactions on Machine Learning Research, 2024

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation aed14cb5-75cb-43e6-8dda-405243546897 · outbound

This paper cites Le, Ed H.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Le, Ed H

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

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Observation db0fb014-b153-4712-a075-b4074d7ed4f7 · outbound

This paper cites Agent workflow memory.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Agent workflow memory

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 176f65b9-88a9-4a96-9b9d-9d7c106cde26 · outbound

This paper cites Chi, Quoc V.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Chi, Quoc V

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 838b91af-3d13-4587-b8e2-75a0dec4fcd4 · outbound

This paper cites White, Doug Burger, and Chi Wang.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems White, Doug Burger, and Chi Wang

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Unavailable: canonical work link unavailable.

Observation 14dfc74e-a477-4e37-a4d1-3b4ac183378e · outbound

This paper cites Griffiths, Yuan Cao, and Karthik Narasimhan.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Griffiths, Yuan Cao, and Karthik Narasimhan

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06753e72-4c9c-443b-a5fc-b0fc00ce72e8 · outbound

This paper cites ReAct: Synergizing reasoning and acting in language models.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems ReAct: Synergizing reasoning and acting in language models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Unavailable: canonical work link unavailable.

Observation fd1835d3-25be-4e0f-a00b-1efb9a8b3761 · outbound

This paper cites Self-rewarding language models.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Self-rewarding language models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f5e4dd8-7bee-493d-af45-1ce6affd6b1d · outbound

This paper cites G-Designer: Architecting multi-agent communication topologies via graph neural networks.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems G-Designer: Architecting multi-agent communication topologies via graph neural networks

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Unavailable: canonical work link unavailable.

Observation 6de240f1-66fd-4008-b565-647b3b9aa4d5 · outbound

This paper cites AFlow: Automating agentic workflow generation.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems AFlow: Automating agentic workflow generation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Unavailable: canonical work link unavailable.

Observation 4bca5ac1-939f-45a8-b56c-90a2a2254865 · outbound

This paper cites Silo-Bench: A scalable environment for evaluating distributed coordination in multi-agent LLM systems, 2026.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Silo-Bench: A scalable environment for evaluating distributed coordination in multi-agent LLM systems, 2026

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Unavailable: canonical work link unavailable.

Observation 28ec14c9-e81c-42b9-a934-56fafaaca10d · outbound

This paper cites ExpeL: Llm agents are experiential learners.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems ExpeL: Llm agents are experiential learners

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 475874e7-49bd-4290-8cee-93c55130f41f · outbound

This paper cites Xing, Hao Zhang, Joseph E.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Xing, Hao Zhang, Joseph E

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 7fe2fb91-cd60-44e1-b427-254b76b4bffa · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 92dda145-f809-4136-9a2f-8bbe588456b1 · outbound

This paper cites GPTSwarm: Language agents as optimizable graphs.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems GPTSwarm: Language agents as optimizable graphs

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 6fdf0cd2-1afd-4087-920b-a9e016016dc8 · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 8ac1dc1d-a71d-45a8-b7da-ffb2b042d8b4 · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation f4fd43e8-d5d4-471e-beb5-9ad9cdeda05e · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 93afa5b4-049e-44bd-963c-4cc456d8edcf · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation e6a42740-91c9-4090-8b93-d045563ac972 · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 08aa659c-0663-4b24-8a5b-6b7a8067649f · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation cb2b1ad1-3988-4ffa-a17b-35cd5a048f13 · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 5a7862ee-5a3b-4366-a656-b17f31a83c9f · outbound

This paper cites It preserves a high-coverage peer- propagation scaffold, while also recording that a simple chain is a negative design under the observed Silo condition.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems It preserves a high-coverage peer- propagation scaffold, while also recording that a simple chain is a negative design under the observed Silo condition

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 5ceac255-c161-48f8-84eb-0b99fbf08dfe · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation d4f50967-d2d0-4db7-88d2-bb0de8d06840 · outbound

This paper cites protocol steps:.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems protocol steps:

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 779aeb5d-e682-4f67-a4d5-66a4501871c8 · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 4b0b681a-80d5-4f7e-b07f-83502112e85b · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

Source-reported events for the cited work

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Observation 7299c1db-d7ee-48db-a8fe-b85de407cfbc · outbound

This paper cites Round 2 adds more specific reduction patterns.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Round 2 adds more specific reduction patterns

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 6b9cdcd1-e3b8-409d-b2c6-9f01a4d90c55 · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Unavailable: canonical work link unavailable.

Observation c617195a-7433-4252-86fd-4e4596d1c8d9 · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 31ad83fc-5185-4462-92d3-624b5ac5d7de · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 70cd77ba-37b0-492a-a69e-d7d4afb3de68 · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Unavailable: canonical work link unavailable.

Observation 88c5344a-71ef-4754-a6c6-3cb75a466fd4 · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 58ec4699-d290-4405-a9f3-2a832c3f4cb9 · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 3a672791-0bab-4d3d-ab2a-9968c6eba609 · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation ef7f5980-2572-492f-9f72-17244062e7d2 · outbound

This paper cites protocol steps:.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems protocol steps:

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Unavailable: canonical work link unavailable.

Observation e3a88a3c-85d8-4299-8c6d-fbe8536bf587 · outbound

This paper cites Round 4 expands the bank with star-style aggregation variants.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Round 4 expands the bank with star-style aggregation variants

Reference 50

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Observation 5866f088-53bb-4230-befb-f393f0216b21 · outbound

This paper cites an unresolved cited work.

QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-06-29T00:52:04.018553Z

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Unavailable: canonical work link unavailable.

Pith citing papers

Observation 543204a5-c8b4-4720-a60f-7f6cb2299f8b · inbound

Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops cites this paper.

Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops QueenBee Planner: Skill-Evolving Communication Topologies for Token-Efficient LLM Multi-Agent Systems

Reference 66

Resolution: verified exact; local_arxiv, observed 2026-07-09T03:45:55.712618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.