Paper Citation Record · LEDGER

Simulating Opinion Dynamics with Networks of LLM-based Agents

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 24 inbound Pith citation observations for arXiv:2311.09618.

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

pith.paper-citation-record.v1
2311.09618 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 24 of 24 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:06:28.752222Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T12:36:13.942662Z

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 f34a764f-26f7-4a26-87ae-cf41694accac · inbound

From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents cites this paper.

From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T22:18:29.313542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fb99e3a-8a7b-426b-8af0-a2ef3995c28c · inbound

Political-LLM: Large Language Models in Political Science cites this paper.

Political-LLM: Large Language Models in Political Science Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 153

Resolution: unresolved; no resolver link, observed 2026-08-11T19:52:04.446320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Simulating Rumor Spreading in Social Networks using LLM Agents cites this paper.

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.

Observation 23fd3b7f-e0df-487e-bdd0-b58315515a92 · inbound

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework cites this paper.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.752222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ce9ade6-e062-4242-8668-7ca49e683c5e · inbound

YuLan-OneSim: Towards the Next Generation of Social Simulator with Large Language Models cites this paper.

YuLan-OneSim: Towards the Next Generation of Social Simulator with Large Language Models Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T22:17:03.466735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6850e707-7622-44b3-8536-5155e04118c1 · inbound

Recalibrating the Compass: Integrating Large Language Models into Classical Research Methods cites this paper.

Recalibrating the Compass: Integrating Large Language Models into Classical Research Methods Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T14:17:40.767768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f332a23-e52d-4dc4-92ee-df668df47813 · inbound

AI Agent Behavioral Science cites this paper.

AI Agent Behavioral Science Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T11:00:53.444665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7fde9ca-03ed-4832-9748-7430353aa0f2 · inbound

Revealing Political Bias in LLMs through Structured Multi-Agent Debate cites this paper.

Revealing Political Bias in LLMs through Structured Multi-Agent Debate Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T04:07:07.788381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 966c64b6-8e2c-4fd9-a1cb-4a56960356fc · inbound

Modeling Earth-Scale Human-Like Societies with One Billion Agents cites this paper.

Modeling Earth-Scale Human-Like Societies with One Billion Agents Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-07T05:56:47.339023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5b878e1-4714-4782-a6bc-e4d0dbed73a6 · inbound

Infected Smallville: How Disease Threat Shapes Sociality in LLM Agents cites this paper.

Infected Smallville: How Disease Threat Shapes Sociality in LLM Agents Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T04:59:48.987581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf0083ff-86fa-4069-803b-f3abdbce82a3 · inbound

LLMs are Introvert cites this paper.

LLMs are Introvert Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T19:27:14.272816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dfddb28-528d-4cef-b952-3bfd01fb408f · inbound

A Survey of Context Engineering for Large Language Models cites this paper.

A Survey of Context Engineering for Large Language Models Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 184

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:58:45.557141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a8a4e6f3-d47d-4027-9b0b-926adffa119d · inbound

Disentangling Interaction and Bias Effects in Opinion Dynamics of Large Language Models cites this paper.

Disentangling Interaction and Bias Effects in Opinion Dynamics of Large Language Models Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-25T07:45:29.751599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c7d03e33-5753-49f6-987b-ca28f99ea576 · 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 Opinion Dynamics with Networks of LLM-based Agents

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-18T14:41:30.272265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 75af9ebb-a58b-432d-bd77-f9ee86377a3d · inbound

Emergent Coordinated Behaviors in Networked LLM Agents: Modeling the Strategic Dynamics of Information Operations cites this paper.

Emergent Coordinated Behaviors in Networked LLM Agents: Modeling the Strategic Dynamics of Information Operations Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T07:39:56.036422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0af369be-c0a5-4d5a-9ceb-a6db2de89107 · inbound

How to Model AI Agents as Personas?: Applying the Persona Ecosystem Playground to 41,300 Posts on Moltbook for Behavioral Insights cites this paper.

How to Model AI Agents as Personas?: Applying the Persona Ecosystem Playground to 41,300 Posts on Moltbook for Behavioral Insights Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-21T11:44:09.271210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 61025cae-a0f2-4e72-8446-983a0b271c55 · inbound

Network Effects and Agreement Drift in LLM Debates cites this paper.

Network Effects and Agreement Drift in LLM Debates Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:46:07.974695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 91b53fd1-da44-4eed-8521-bdeac8e22ea2 · inbound

Collective Alignment in LLM Multi-Agent Systems: Disentangling Bias from Cooperation via Statistical Physics cites this paper.

Collective Alignment in LLM Multi-Agent Systems: Disentangling Bias from Cooperation via Statistical Physics Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:46:48.532947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 40f875dd-c72a-4971-9a3c-49868511b80d · inbound

Beyond Individual Mimicry: Constructing Human-Like Social network with Graph-Augmented LLM Agents cites this paper.

Beyond Individual Mimicry: Constructing Human-Like Social network with Graph-Augmented LLM Agents Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 68

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T21:19:27.928543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9e07137c-eb02-4388-851c-eab3ff682f98 · inbound

Hidden Anchors in Multi-Agent LLM Deliberation cites this paper.

Hidden Anchors in Multi-Agent LLM Deliberation Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:49:17.827374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d0c54187-4582-4630-8c55-1c421febba87 · inbound

When Is Emergent Consensus Real? A Measured Coupling Gain and a Validity Diagnostic for LLM Agent Societies cites this paper.

When Is Emergent Consensus Real? A Measured Coupling Gain and a Validity Diagnostic for LLM Agent Societies Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-04T08:29:41.412565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1337d927-d441-4b4c-af08-d911da79ae5f · inbound

A Large Language Model-Driven Agent-Based Modeling Framework with Multi-Round Communication for Simulating Vaccine Opinion Dynamics cites this paper.

A Large Language Model-Driven Agent-Based Modeling Framework with Multi-Round Communication for Simulating Vaccine Opinion Dynamics Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-07-09T12:36:13.943959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3d935029-8c14-47f3-b948-82c74e86da2d · inbound

More Is Not More: What Matters for Diversity in LLM Opinions? cites this paper.

More Is Not More: What Matters for Diversity in LLM Opinions? Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T14:33:31.087173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b288530f-ff81-44c9-9b60-beef3d5e646b · inbound

Microscopic dynamics of consensus formation in multi-agent LLM Naming Games cites this paper.

Microscopic dynamics of consensus formation in multi-agent LLM Naming Games Simulating Opinion Dynamics with Networks of LLM-based Agents

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T12:55:31.240822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.