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Paper Citation Record · LEDGER

Simulating Rumor Spreading in Social Networks using LLM Agents

As of 10 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 8 inbound Pith citation observations for arXiv:2502.01450.

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

pith.paper-citation-record.v1
2502.01450 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T15:19:02.422755Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:30:21.605637Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

20 of 20 outbound references displayed

  • verified exact1
  • verified fuzzy4
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation c412fbf0-8f3f-4849-a92a-63b70aa749c3 · outbound

This paper cites J.; and Geller, A.

Simulating Rumor Spreading in Social Networks using LLM Agents J.; and Geller, A

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T15:19:02.750654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.330710Z digest=sha256:5fae9a5de2f7228ae53260d42c332fe04ffcf25007dfa2eb9cdc8195da8fa7a5

Observation 13fc7018-c698-4c81-8d99-a2764edf70d8 · outbound

This paper cites an unresolved cited work.

Simulating Rumor Spreading in Social Networks using LLM Agents Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-09T15:19:02.743288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.362009Z digest=sha256:2cc3fe402a0b84438de2df000a269a2d4406e2977435d7ae405c5398e387be00

Observation 5ca4f243-16f6-446a-82c0-06aa20a353e9 · outbound

This paper cites an unresolved cited work.

Simulating Rumor Spreading in Social Networks using LLM Agents Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-09T15:19:02.735799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.365520Z digest=sha256:b5523d44020c72b488dc86ae2ab4bae87ffa4d63eb0496c97dffbdb69b74e677

Observation 286ddd90-b343-4e89-9e52-1b2426dfa1ca · outbound

This paper cites Scalable Multi-Robot Collaboration with Large Language Models: Centralized or Decentralized Systems?.

Simulating Rumor Spreading in Social Networks using LLM Agents Scalable Multi-Robot Collaboration with Large Language Models: Centralized or Decentralized Systems?

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-09T15:19:02.368362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:19:02.368362Z digest=sha256:06515f647fe227a6c63c907e000dcf4799738d8433f1a69b7c76997f577a5937

Observation 9ea36615-7f33-414e-b396-4f2558102eb4 · outbound

This paper cites Simulating Opinion Dynamics with Networks of LLM-based Agents.

Simulating Rumor Spreading in Social Networks using LLM Agents Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-09T15:19:02.373046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:19:02.373046Z digest=sha256:c1516a6768468886692b417de3768f3f8cfb4b42b782bf5bc247c908dec2cfbc

Observation 0b7fc4a7-16c1-4cc2-850b-806e6f456616 · outbound

This paper cites an unresolved cited work.

Simulating Rumor Spreading in Social Networks using LLM Agents Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-09T15:19:02.727696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.377315Z digest=sha256:226e0346436d07b3b8fd5e4f4abf7a139d26111734d7cf864c2cd9c30b27c72b

Observation 711e04a7-74e4-4a4a-9274-7dce4ba9219e · outbound

This paper cites Rumor Detection and Classification for Twitter Data.

Simulating Rumor Spreading in Social Networks using LLM Agents Rumor Detection and Classification for Twitter Data

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-08-09T15:19:02.504717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.381207Z digest=sha256:c92a757a3a831c15f65e802bc978de850c76ab9f1540453340a1d44fdb8dd945

Observation f53258d5-967c-4dc2-a9be-c9c41d1d1942 · outbound

This paper cites an unresolved cited work.

Simulating Rumor Spreading in Social Networks using LLM Agents Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-09T15:19:02.719320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.384183Z digest=sha256:6553fd8a47237ad56826947a07028f965532ef3edb992123d53db2e9f610136b

Observation 5af377f8-c9d0-4e48-8996-68e5d80479fe · outbound

This paper cites an unresolved cited work.

Simulating Rumor Spreading in Social Networks using LLM Agents Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-09T15:19:02.710638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.388349Z digest=sha256:76f6b1ecccf543490067ecb144ed17beb4165cac81370041d68c435f27ca0b6e

Observation 16c87d2d-4fcc-4d16-b725-292c73c2f0d4 · outbound

This paper cites More Agents Is All You Need.

Simulating Rumor Spreading in Social Networks using LLM Agents More Agents Is All You Need

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-09T15:19:02.391498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:19:02.391498Z digest=sha256:4a0c9aa1b97dc66ba4a368c4365b413a4841a9b13474e955fe91c0462a718395

Observation 0bc7d545-c56a-4493-bacf-ae739298eab0 · outbound

This paper cites Can Large Language Models Detect Rumors on Social Media?.

Simulating Rumor Spreading in Social Networks using LLM Agents Can Large Language Models Detect Rumors on Social Media?

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-09T15:19:02.395163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:19:02.395163Z digest=sha256:cf80d00d7f630fb7b8b1ebe6f98510982fdfe85f475786b89a677d871cea26f9

Observation d95d04b1-2ff1-4b30-b1df-72ac18b7d391 · outbound

This paper cites an unresolved cited work.

Simulating Rumor Spreading in Social Networks using LLM Agents Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-09T15:19:02.702425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.398478Z digest=sha256:1da3b965f2c099a27ce98e0f378fd0e2e667edc328418aa3494b648e7033d752

Observation 4b9723cb-8e5e-49a8-b8bf-dd1ffa4a3e02 · outbound

This paper cites S.; O'Brien, J.; Cai, C.

Simulating Rumor Spreading in Social Networks using LLM Agents S.; O'Brien, J.; Cai, C

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T15:19:02.691765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.401709Z digest=sha256:6c0c3652120ed078f41171dca53ca8f01f50b549e2f0477390223e7f98c3403a

Observation 2c38c6a6-ae53-4add-94be-ff8aae0decaa · outbound

This paper cites an unresolved cited work.

Simulating Rumor Spreading in Social Networks using LLM Agents Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-09T15:19:02.683165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.404429Z digest=sha256:0f671f07f78cab1acc6746147683e2161d0d1ec1431fead194fdb3dc88213e8b

Observation 77fcb8d6-6213-4885-b13a-4310e3ff6ed5 · outbound

This paper cites J.; and Strogatz, S.

Simulating Rumor Spreading in Social Networks using LLM Agents J.; and Strogatz, S

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T15:19:02.673217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.407255Z digest=sha256:dbc833e721dede2155929d2b53992c0156c949faf411affc04350cbcfa51be2c

Observation 6ecfc1fd-bc23-44fe-8311-de40cb9fadfe · outbound

This paper cites an unresolved cited work.

Simulating Rumor Spreading in Social Networks using LLM Agents Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-09T15:19:02.635795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.410228Z digest=sha256:0b91949428cae05c632706ac0f3a178f9b32172af79a3f1df1aa33eddc6f6cc0

Observation 54416332-1499-4368-b8e7-a7ec113b22e0 · outbound

This paper cites Why Rumors Spread Fast in Social Networks, and How to Stop It.

Simulating Rumor Spreading in Social Networks using LLM Agents Why Rumors Spread Fast in Social Networks, and How to Stop It

Reference 17

Resolution
metadata mismatch
local_arxiv, observed 2026-08-09T15:19:02.451758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.413200Z digest=sha256:4b666e51068438c0258a66a5040c68cf1f840adec4020aaf266c8198833fbc1d

Observation 48793eed-9cce-411f-ba75-13b89812b58a · outbound

This paper cites E.; et al.

Simulating Rumor Spreading in Social Networks using LLM Agents E.; et al

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T15:19:02.583197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T15:19:02.416769Z digest=sha256:5bceddcddb3a60f85b04b1f671eee2b30d0ddf998c9efac7b97f93a8b546e24f

Observation d51475a9-4113-4a5a-a603-702162c837c3 · outbound

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

Simulating Rumor Spreading in Social Networks using LLM Agents , " * write output.state after.block = add.period write newline

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-09T15:19:02.419536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:19:02.419536Z digest=sha256:d14de53d82b39b6f2942f90ad0864423251fb69ca67b93bf255daad8cf98e4c2

Observation 753dd59d-6b33-4ba9-828e-07569e8b2fc7 · outbound

This paper cites write newline.

Simulating Rumor Spreading in Social Networks using LLM Agents write newline

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-09T15:19:02.422755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T15:19:02.422755Z digest=sha256:2ee07a092c0a417c218d2b239e903c38352fc6e793ae35ca5dfc0255258656ec

Pith citing papers

Observation f14d64eb-642d-4160-807a-7e1da4bc309e · inbound

Public Discourse Sandbox: Facilitating Human and AI Digital Communication Research cites this paper.

Public Discourse Sandbox: Facilitating Human and AI Digital Communication Research Simulating Rumor Spreading in Social Networks using LLM Agents

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T13:30:21.605637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:30:21.605637Z digest=sha256:9975dbfbd5fc21588d94ebd0acf57e062db4df0e23d6a8edcf2430a8bb4c9fd4

Observation ff089b26-50f0-4864-a2b7-c574995c1868 · inbound

Graphs Meet AI Agents: Taxonomy, Progress, and Future Opportunities cites this paper.

Graphs Meet AI Agents: Taxonomy, Progress, and Future Opportunities Simulating Rumor Spreading in Social Networks using LLM Agents

Reference 205

Resolution
unresolved
no resolver link, observed 2026-08-06T23:26:54.439761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:26:54.439761Z digest=sha256:594efe881e9464371cc29f4df09d96169a8af84de3b3d2b3f5242d4c91455cbd

Observation f5d384b6-35ce-4d04-a211-66e7d9d809f4 · inbound

Simulating Online Social Media Conversations on Controversial Topics Using AI Agents Calibrated on Real-World Data cites this paper.

Simulating Online Social Media Conversations on Controversial Topics Using AI Agents Calibrated on Real-World Data Simulating Rumor Spreading in Social Networks using LLM Agents

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-18T14:41:30.235339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-18T14:39:42.302875Z digest=sha256:5faf857d9c09ea105d1c0940d361644c76dbb15872978ff70d52d45bd45f93bb

Observation e96a7962-7240-4424-89b0-f9df5cb62e02 · inbound

Social Theory Should Be a Structural Prior for Agentic AI: A Formal Framework for Multi-Agent Social Systems cites this paper.

Social Theory Should Be a Structural Prior for Agentic AI: A Formal Framework for Multi-Agent Social Systems Simulating Rumor Spreading in Social Networks using LLM Agents

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:26:00.101195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-11T01:21:15.692441Z digest=sha256:3a2b9e2d1df21acd45931f16ced637945b8f874bc23efec2ed38ceef8ac81744

Observation 551a860e-b59c-4cbd-918b-7b6efbf7bfb6 · inbound

Social Theory Should Be a Structural Prior for Agentic AI: A Formal Framework for Multi-Agent Social Systems cites this paper.

Social Theory Should Be a Structural Prior for Agentic AI: A Formal Framework for Multi-Agent Social Systems Simulating Rumor Spreading in Social Networks using LLM Agents

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:16:28.950518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-12T04:25:03.492449Z digest=sha256:cda3f7ee25f0623fec711851e7ba56b3042cb68183415e93eff210b783777f61

Observation 1b84b4de-e3e0-43ce-97c0-09896114703c · inbound

Social Theory Should Be a Structural Prior for Agentic AI: A Formal Framework for Multi-Agent Social Systems cites this paper.

Social Theory Should Be a Structural Prior for Agentic AI: A Formal Framework for Multi-Agent Social Systems Simulating Rumor Spreading in Social Networks using LLM Agents

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-13T08:02:32.090870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-13T07:57:44.235469Z digest=sha256:6c265000ce0b3508daace243b7b8835f0daa9de72b541bd76b4c0fd5f8304a0f

Observation 0ac0e35e-f132-49cf-a807-d43c76598636 · inbound

Can LLMs Emulate Human Belief Dynamics? cites this paper.

Can LLMs Emulate Human Belief Dynamics? Simulating Rumor Spreading in Social Networks using LLM Agents

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-20T23:43:50.516907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-20T23:42:13.822424Z digest=sha256:64a102da1b09ed46b858cc739a047dad066334def12751262cd64e29747891bd

Observation 620414a8-de9f-48dc-a7de-57cb90238aae · inbound

Should LLM Agents Decide in Social Simulations? Comparing Finite-State and LLM-Based Decision Policies cites this paper.

Should LLM Agents Decide in Social Simulations? Comparing Finite-State and LLM-Based Decision Policies Simulating Rumor Spreading in Social Networks using LLM Agents

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-07-03T13:28:19.258774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T07:57:05.845547Z digest=sha256:e5c7a4ab56deced5c5842f9bca1a9330f6f0e06db876db4a7e09fe41fba32068