Paper Citation Record · LEDGER

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team

As of 19 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 2 inbound Pith citation observations for arXiv:2506.18348.

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

pith.paper-citation-record.v1
2506.18348 v3

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:55:49.375044Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:54:27.058247Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T05:30:23.456663Z

Reference resolution

37 of 37 outbound references displayed

verified exact0
verified fuzzy1
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
pith, observed 2026-08-10T05:30:23.456663Z

Outbound references

Observation ca29771b-6bfc-488b-806e-1c68e0b689e6 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.215525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbcfcfda-59ff-4bc2-82f8-4748702160be · outbound

This paper cites write newline.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.222846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7ef4a3c-1dba-4c42-82db-f650c5f1b4e1 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.810894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9f7ee657-01bc-446f-b8a0-6f240364a7e8 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.798370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 98b701f6-5378-485f-b797-f7f6f3f23c54 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.785910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 92481363-8841-4e0e-a06b-9f1851f7cb9f · outbound

This paper cites The Faiss library.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team The Faiss library

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.246442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea15bad5-99ba-47ce-b241-dfa028a52d45 · outbound

This paper cites The Llama 3 Herd of Models.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team The Llama 3 Herd of Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.251608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c433e0e8-ca51-41cb-91df-5bf47734be8a · outbound

This paper cites AgentScope: A Flexible yet Robust Multi-Agent Platform.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team AgentScope: A Flexible yet Robust Multi-Agent Platform

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.256376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75511310-eaeb-44e5-9649-1d68e445804b · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.772894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a2ea442f-fa6a-4575-b533-fe7e631e06a8 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.761561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4eb62511-f1e4-45e9-b759-d0256320d992 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.750036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fd06be5d-8110-4c9d-add1-527e5ab26f93 · outbound

This paper cites AtomAgents: Alloy design and discovery through physics-aware multi-modal multi-agent artificial intelligence.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team AtomAgents: Alloy design and discovery through physics-aware multi-modal multi-agent artificial intelligence

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.273379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 882856b0-87b9-461b-90c8-b6bbf6145b7d · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.738397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 96c4dadc-278d-491e-90ce-14fac9260596 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.726869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ef8c1f4a-ecb3-43ac-a38c-64a45159c31d · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.285158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42360eae-e9cb-493f-bc34-39144aa33bae · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.706884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a6778036-2221-4ebb-97cb-25767d64f2c4 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.694758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9062ba50-843a-408e-86d2-942701069174 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.682231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fb137126-ff82-4ccf-a4bf-f029034fec59 · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.301689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01ef5f84-574e-4d78-9d6e-335b38effac1 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.669659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 813c3af2-f2b1-4b73-a573-b42311540710 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.658182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6b3c362b-857a-46fc-ac50-1eaa4bc27025 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.646395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 630351e1-8b28-4ec1-89d3-f7865380d0e4 · outbound

This paper cites Agent Laboratory: Using LLM Agents as Research Assistants.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Agent Laboratory: Using LLM Agents as Research Assistants

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.318555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fe05c04-0604-493b-8820-3a3292dd3d7a · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.634543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2c8b7b2f-83d1-43a0-8ae0-d19506b5b49b · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.326290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad1ea6e1-6fdd-409c-b691-ed77cf16ee90 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.614964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 60791a25-687a-4586-bd9e-749f69938783 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.602309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a8993694-0899-46bc-b0cf-0e48d6ca074b · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.589996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b4cee86f-ccdc-46b6-aae5-e218e7f01ca9 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.578444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1a7e1e91-ee35-40d6-b86b-182da3c712b1 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.345839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f3ed6e6-5a8d-42eb-84b6-74ea68e2daaa · outbound

This paper cites InternAgent: When Agent Becomes the Scientist -- Building Closed-Loop System from Hypothesis to Verification.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team InternAgent: When Agent Becomes the Scientist -- Building Closed-Loop System from Hypothesis to Verification

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.349818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba0a776a-0237-4a33-b868-ca7bde1b41ed · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.353925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eb33966-6022-4512-b3d6-20be5cec8616 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.552814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6b53cce4-89a9-49d3-a763-b2f914e85914 · outbound

This paper cites Personalized Large Language Models.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Personalized Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T18:55:49.362013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ba9d476-d1d7-4d17-aba8-a54a7e0047d7 · outbound

This paper cites Y.; Woodruff, T.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Y.; Woodruff, T

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:55:49.541180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f0c65590-fe49-40e8-8a4e-df15cd95d422 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.528564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1fcc422f-31e8-4b5e-acbf-ca4ccc6a91a5 · outbound

This paper cites an unresolved cited work.

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:55:49.515126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 26ac0fc9-642a-4bbf-a83f-e8a04d402788 · inbound

Matching Game Preferences Through Dialogical Large Language Models: A Perspective cites this paper.

Matching Game Preferences Through Dialogical Large Language Models: A Perspective Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team

Reference 63

Resolution: verified exact; local_arxiv, observed 2026-08-06T13:54:27.122953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 80c7c770-9aac-489d-926a-bc2f09e0894f · inbound

Diversifying Personalized Research Ideation against AI-Induced Homogenization cites this paper.

Diversifying Personalized Research Ideation against AI-Induced Homogenization Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-31T18:14:19.218044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.