Paper Citation Record · LEDGER

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits

As of 17 August 2026, this Paper Citation Record lists 83 of 83 outbound references and 3 inbound Pith citation observations for arXiv:2605.18890.

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

pith.paper-citation-record.v1
2605.18890 v1

Coverage vector

measured 83 of 83 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-20T13:40:04.275438Z

measured 86 of 86 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T08:34:58.879346Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-06-30T08:44:27.895173Z

Reference resolution

83 of 83 outbound references displayed

verified exact51
verified fuzzy27
unresolved1
parse uncertain0
malformed identifier1
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 66be8884-aead-49a1-b60e-5711656e3c6c · outbound

This paper cites Cooperation, Competition, and Maliciousness: LLM-Stakeholders Interactive Negotiation.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Cooperation, Competition, and Maliciousness: LLM-Stakeholders Interactive Negotiation

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.649387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bb59e44a-347e-4f19-b6e0-d98bc95cebde · outbound

This paper cites Playing repeated games with large language models.Nature Human Behaviour, 9:1134–1143.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Playing repeated games with large language models.Nature Human Behaviour, 9:1134–1143

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.379970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c7c3c877-f415-449b-8209-92f93ea62dff · outbound

This paper cites URL https://doi.org/10.1038/s41562-025 -02172-y.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits URL https://doi.org/10.1038/s41562-025 -02172-y

Reference 3

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.426213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c2f1ae91-2338-47f0-9ad0-73b6c928c3b1 · outbound

This paper cites Project Sid: Many-agent simulations toward AI civilization.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Project Sid: Many-agent simulations toward AI civilization

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T13:43:19.645923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 79a034be-d2c7-415f-91e5-f7fad63fd76a · outbound

This paper cites Kozlowski, Bernard Koch, Erik Brynjolfsson, James Evans, and Michael S.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Kozlowski, Bernard Koch, Erik Brynjolfsson, James Evans, and Michael S

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.376329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c0267d86-6ebf-496c-aee1-94a2c6a6a568 · outbound

This paper cites Ai agents as policymakers in simulated epidemics.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Ai agents as policymakers in simulated epidemics

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.652099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3494eae8-0282-4f98-88f3-12a096908929 · outbound

This paper cites Emergent social conventions and collective bias in llm populations.Science Advances, 11(20):eadu9368.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Emergent social conventions and collective bias in llm populations.Science Advances, 11(20):eadu9368

Reference 7

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.430321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e89125d5-0432-471e-8016-d5a03b47e7de · outbound

This paper cites Sensitivity to initial conditions in agent- based models.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Sensitivity to initial conditions in agent- based models

Reference 8

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.428282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6197349b-1a8c-49be-9ba6-e8b1dbe73c05 · outbound

This paper cites Playing games with gpt: What can we learn about a large language model from canonical strategic games?Economics Bulletin, 44(1):25–37.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Playing games with gpt: What can we learn about a large language model from canonical strategic games?Economics Bulletin, 44(1):25–37

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:29.979558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8d84d552-0cb0-4d33-b326-aabaad8e1185 · outbound

This paper cites Chateval: Towards better llm-based evaluators through multi-agent debate.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Chateval: Towards better llm-based evaluators through multi-agent debate

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.378141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 59c07c6c-7975-427a-961a-a434fc4f8381 · outbound

This paper cites ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-05-20T13:43:19.654804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 186b2e21-0f0d-42cf-b05c-2739ca3edbb7 · outbound

This paper cites AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-05-20T13:43:19.621835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6c310e7c-cda2-4b3a-9dff-6fb3fd5ad1e0 · outbound

This paper cites On the limits of agency in agent-based models.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits On the limits of agency in agent-based models

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.373103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9d6b6437-3ca6-4a64-a254-1a537d69a755 · outbound

This paper cites The Wisdom of Partisan Crowds: Comparing Collective Intelligence in Humans and LLM-based Agents.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits The Wisdom of Partisan Crowds: Comparing Collective Intelligence in Humans and LLM-based Agents

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.618843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 341b5349-b08a-4233-b1a8-3fdb9514ed4a · outbound

This paper cites Simulating opinion dynamics with networks of llm-based agents.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Simulating opinion dynamics with networks of llm-based agents

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.328336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a00b3358-bb77-4a4f-8f78-74f3553a3731 · outbound

This paper cites Routledge.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Routledge

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.330461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 32265fa3-b7dc-4d47-9703-2f33e5af0853 · outbound

This paper cites Recognition of behavioural intention in repeated games using machine learning.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Recognition of behavioural intention in repeated games using machine learning

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.332788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1be29754-69ef-4e93-bd9e-fbc581e7bdea · outbound

This paper cites The butterfly effect in artificial intelligence systems: Implications for AI bias and fairness.Machine Learning with Applications, 15:100525.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits The butterfly effect in artificial intelligence systems: Implications for AI bias and fairness.Machine Learning with Applications, 15:100525

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.403506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 87d8b38e-45de-4287-b37d-fa55c9cd7261 · outbound

This paper cites Agent- based modelling meets generative ai in social network simulations.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Agent- based modelling meets generative ai in social network simulations

Reference 20

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.357354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d8534696-b50f-4066-9618-e7719b371e6c · outbound

This paper cites Nicer Than Humans: How do Large Language Models Behave in the Prisoner's Dilemma?.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Nicer Than Humans: How do Large Language Models Behave in the Prisoner's Dilemma?

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.612422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c4525748-f311-4c77-868b-4c43d62e69cd · outbound

This paper cites Evaluating effect size in psychological research: Sense and nonsense.Advances in Methods and Practices in Psychological Science, 2(2):156–168.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Evaluating effect size in psychological research: Sense and nonsense.Advances in Methods and Practices in Psychological Science, 2(2):156–168

Reference 22

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.416382Z

Source-reported events for the cited work

correction dated 2020-11-30. Source: crossref record 10.1177/2515245920979282->10.1177/2515245919847202:correction, observed 2026-07-11T03:07:49.991986+00:00. This notice travels one citation hop only.

Observation 8bf19880-f27c-4169-8a48-b98fd81d6062 · outbound

This paper cites Large language models empowered agent-based modeling and simulation: A survey and perspectives.Humanities and Social Sciences Communications, 11(1):1259.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Large language models empowered agent-based modeling and simulation: A survey and perspectives.Humanities and Social Sciences Communications, 11(1):1259

Reference 23

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.397087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4bca85ce-41ed-401b-a1c6-3c85bb4e6e41 · outbound

This paper cites Large Language Model Driven Agents for Simulating Echo Chamber Formation.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Large Language Model Driven Agents for Simulating Echo Chamber Formation

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.625132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2db92f86-3846-4ca3-8a75-43d342bf63b0 · outbound

This paper cites A simple sequentially rejective multiple test procedur e.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits A simple sequentially rejective multiple test procedur e

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.642776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a395ef19-4ca4-47a5-9e9f-e11e025a9626 · outbound

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

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Metagpt: Meta programming for a multi-agent collaborative framework

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.334794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f726f9fa-9ac3-4d70-ae09-3f298ce8f001 · outbound

This paper cites Large language models as simulated economic agents: What can we learn from homo silicus? Technical report, National Bureau of Economic Research.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Large language models as simulated economic agents: What can we learn from homo silicus? Technical report, National Bureau of Economic Research

Reference 27

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.418827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dabaf451-f35c-4bd7-b88a-208b0fb48450 · outbound

This paper cites Can A Society of Generative Agents Simulate Human Behavior and Inform Public Health Policy? A Case Study on Vaccine Hesitancy.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Can A Society of Generative Agents Simulate Human Behavior and Inform Public Health Policy? A Case Study on Vaccine Hesitancy

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.585608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9908f9e3-ca2e-4718-8e6f-1b17dcfa66c7 · outbound

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

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits War and Peace (WarAgent): Large Language Model-based Multi-Agent Simulation of World Wars

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.609613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ccaf5939-15a8-4627-8fdf-89f6aa9b4f82 · outbound

This paper cites Policysim: An llm-based agent social simulation sandbox for proactive policy optimization.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Policysim: An llm-based agent social simulation sandbox for proactive policy optimization

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T13:43:19.414048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b59a0b40-c340-4e2a-ad7f-47d217e3a8e1 · outbound

This paper cites Explicit cooperation shapes human-like multi-agent llm negotiation.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Explicit cooperation shapes human-like multi-agent llm negotiation

Reference 31

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.410686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8e4b1711-4193-4948-9186-2e827966d6ce · outbound

This paper cites Validation is the central challenge for generative social simulation: A critical review of llms in agent-based modeling.Artificial Intelligence Review, 59 (1):15.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Validation is the central challenge for generative social simulation: A critical review of llms in agent-based modeling.Artificial Intelligence Review, 59 (1):15

Reference 32

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.421144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c392595e-a40e-457f-bb05-50e60c1550f8 · outbound

This paper cites LLM Generated Persona is a Promise with a Catch.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits LLM Generated Persona is a Promise with a Catch

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.639961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6eee5fd6-cda5-4eae-9761-b162ff56cde1 · outbound

This paper cites Econagent: Large language model-empowered agents for simulating macroeconomic activities.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Econagent: Large language model-empowered agents for simulating macroeconomic activities

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.370979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a7d76b1f-af1f-4ca7-8ef0-38e7dfafb78a · outbound

This paper cites Spontaneous giving and calculated greed in language models.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Spontaneous giving and calculated greed in language models

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.354431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b41184a0-eda9-41d5-914e-1bd4cfc8dca3 · outbound

This paper cites Mosaic: Modeling social ai for content dissemination and regulation in multi-agent simulations.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Mosaic: Modeling social ai for content dissemination and regulation in multi-agent simulations

Reference 36

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.363736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 829e844a-b2be-4b46-9cc0-d68c43d599f0 · outbound

This paper cites From skepticism to acceptance: Simulating the attitude dynamics toward fake news.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits From skepticism to acceptance: Simulating the attitude dynamics toward fake news

Reference 37

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.399828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ab0c5073-47cf-4784-9635-0de55293c208 · outbound

This paper cites Strategic behavior of large language models and the role of game structure versus contextual framing.Scientific Reports, 14(1):18490.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Strategic behavior of large language models and the role of game structure versus contextual framing.Scientific Reports, 14(1):18490

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.350411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3aa8e91d-d8fa-498b-b131-b32807d613b8 · outbound

This paper cites Macy and Robert Willer.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Macy and Robert Willer

Reference 39

Resolution: malformed identifier; doi_truncated, observed 2026-05-20T13:43:19.355214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e40e52a1-9aa9-4d36-a6d4-3ae9942abcbd · outbound

This paper cites RoCo: Dialectic Multi-Robot Collaboration with Large Language Models.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits RoCo: Dialectic Multi-Robot Collaboration with Large Language Models

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.582827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 48aec1e0-5a87-438a-a6f9-f184cea9b915 · outbound

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

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.615340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b13997e3-f020-48c3-9381-4128b66711ed · outbound

This paper cites State of what art? a call for multi-prompt llm evaluation.Transactions of the Association for Computational Linguistics, 12:933–949.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits State of what art? a call for multi-prompt llm evaluation.Transactions of the Association for Computational Linguistics, 12:933–949

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.348258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 45d09aab-d6a8-413d-ba35-0c897cb97a51 · outbound

This paper cites Unveiling the truth and facilitating change: Towards agent-based large-scale social movement simulation.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Unveiling the truth and facilitating change: Towards agent-based large-scale social movement simulation

Reference 43

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.352858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3fe70d61-262d-4b58-9d05-6142dd5f453d · outbound

This paper cites Emergent coordinated behaviors in networked llm agents: Modeling the strategic dynamics of information operations.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Emergent coordinated behaviors in networked llm agents: Modeling the strategic dynamics of information operations

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.352342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 999e469a-603f-46e3-a131-d6c441caf8f9 · outbound

This paper cites Validation and verification of agent-based models in the social sciences.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Validation and verification of agent-based models in the social sciences

Reference 45

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.406077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8cf31584-2015-4eac-9f46-ff081ef0be9d · outbound

This paper cites O'Brien and Carrie Jun Cai and Meredith Ringel Morris and Percy Liang and Michael S.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits O'Brien and Carrie Jun Cai and Meredith Ringel Morris and Percy Liang and Michael S

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.376629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7d70431d-f91e-40a9-8fd5-0d4a2a2ec48e · outbound

This paper cites and Hruschka, E.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits and Hruschka, E

Reference 47

Resolution: metadata mismatch; doi, observed 2026-05-20T13:43:19.394670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1fde4ef0-8676-4c3b-81f2-582806d81826 · outbound

This paper cites The future is now: Revolutionising decision-making with ai-driven simulations.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits The future is now: Revolutionising decision-making with ai-driven simulations

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.346075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5fa80af0-1977-497e-97f4-48e56550fa3d · outbound

This paper cites Emergence of human-like polarization among large language model agents.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Emergence of human-like polarization among large language model agents

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.600597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3b2d2493-9e52-4c1d-b240-dc78a60622c7 · outbound

This paper cites AgentSociety: Large-Scale Simulation of LLM-Driven Generative Agents Advances Understanding of Human Behaviors and Society.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits AgentSociety: Large-Scale Simulation of LLM-Driven Generative Agents Advances Understanding of Human Behaviors and Society

Reference 50

Resolution: verified exact; local_arxiv, observed 2026-05-20T13:43:19.597561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fe855a7c-d6aa-4d02-a80a-dac493328eb8 · outbound

This paper cites Sandboxsocial: A sandbox for social media using multimodal ai agents.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Sandboxsocial: A sandbox for social media using multimodal ai agents

Reference 51

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.386412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e52b3bb1-05da-44bf-a4e3-74175d8af1a3 · outbound

This paper cites Position: Time to close the validation gap in llm social simulations.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Position: Time to close the validation gap in llm social simulations

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.340603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1310cca0-12dd-4390-8d3f-17d1f0e8ecf4 · outbound

This paper cites C hat D ev: Communicative Agents for Software Development.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits C hat D ev: Communicative Agents for Software Development

Reference 53

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.423679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9eacf9cf-1ef4-420b-bfd1-49665c342223 · outbound

This paper cites Benchmarking Prompt Sensitivity in Large Language Models.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Benchmarking Prompt Sensitivity in Large Language Models

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.603517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 67ae82b1-d8c7-4350-8171-9ee617f71903 · outbound

This paper cites Simworld: An open- ended realistic simulator for autonomous agents in physical and social worlds.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Simworld: An open- ended realistic simulator for autonomous agents in physical and social worlds

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.606588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6af05b76-43a7-4be9-abfe-20c95d1ba7a8 · outbound

This paper cites Bases: Large-scale web search user simulation with large language model based agents.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Bases: Large-scale web search user simulation with large language model based agents

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.342405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b18fb4b3-e958-4253-8d53-82b3b2cef688 · outbound

This paper cites Emergence of social norms in generative agent societies: Principles and architecture.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Emergence of social norms in generative agent societies: Principles and architecture

Reference 57

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.392061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f2f7b90f-e478-456a-8b4f-f64c6206cffa · outbound

This paper cites Reynolds.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Reynolds

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.367113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ac3be0f2-43e1-418e-aa95-f23e711af2e0 · outbound

This paper cites The butterfly effect of altering prompts: How small changes and jailbreaks affect large language model performance.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits The butterfly effect of altering prompts: How small changes and jailbreaks affect large language model performance

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.374613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d0b500e7-b401-49a6-b36b-8923171164d6 · outbound

This paper cites John Wiley & Sons, Chichester, UK.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits John Wiley & Sons, Chichester, UK

Reference 60

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.384275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 328984a7-1b17-483e-8732-f0905217dc79 · outbound

This paper cites an unresolved cited work.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Unresolved cited work

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.381841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e7ac6d4e-9be5-4dff-b1f4-eb3c31475406 · outbound

This paper cites Schelling.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Schelling

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.389578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3355f211-f632-46a9-b56f-75db36161e2f · outbound

This paper cites Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting

Reference 63

Resolution: verified exact; local_arxiv, observed 2026-05-20T13:43:19.588773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 34c5d2d6-fc4a-4852-a88e-ffd8891e636a · outbound

This paper cites Specification curve analysis.Nature Human Behaviour, 4(11):1208–1214.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Specification curve analysis.Nature Human Behaviour, 4(11):1208–1214

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.336907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e737705d-881e-4718-915f-6387bca6e842 · outbound

This paper cites Increasing trans- parency through a multiverse analysis.Perspectives on Psychological Science, 11(5):702–712.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Increasing trans- parency through a multiverse analysis.Perspectives on Psychological Science, 11(5):702–712

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.338697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 66d35fee-4f33-40a4-b8bc-ed5cfc4eb785 · outbound

This paper cites an unresolved cited work.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Unresolved cited work

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.591693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ada2c8c0-10b4-498e-8a52-5dfc08905a63 · outbound

This paper cites Simulating Social Media Using Large Language Models to Evaluate Alternative News Feed Algorithms.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Simulating Social Media Using Large Language Models to Evaluate Alternative News Feed Algorithms

Reference 67

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.637107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 31c6cf72-547f-4b8e-8051-6479a93dd54b · outbound

This paper cites Cunningham, Simon Osindero, William S.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Cunningham, Simon Osindero, William S

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.363739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 401dec27-df8a-4ad5-bddc-376f0035d09e · outbound

This paper cites Decoding echo chambers: Llm-powered simulations revealing polarization in social networks.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Decoding echo chambers: Llm-powered simulations revealing polarization in social networks

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.365687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0c36aed4-daac-4aec-bd2c-d781623821b2 · outbound

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

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits YuLan-OneSim: Towards the Next Generation of Social Simulator with Large Language Models

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.634112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ca370310-d7cd-4e8e-ada1-5ff7a95c43fe · outbound

This paper cites User behavior simulation with large language model-based agents.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits User behavior simulation with large language model-based agents

Reference 71

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.369512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 32738751-48b9-4920-af67-30e079cffd14 · outbound

This paper cites Humanoid agents: Platform for simulating human-like generative agents.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Humanoid agents: Platform for simulating human-like generative agents

Reference 72

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.378855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5b59235d-6f23-428b-a1a6-5dfe6117c588 · outbound

This paper cites Making models match: Replicating an agent-based model.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Making models match: Replicating an agent-based model

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.344186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f2c0cd8b-87a1-48bb-9fd1-8d0f27a192a7 · outbound

This paper cites Will systems of llm agents lead to cooperation: An investigation into a social dilemma.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Will systems of llm agents lead to cooperation: An investigation into a social dilemma

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.360871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eafd315d-7782-49fd-9a44-bec8dfff0736 · outbound

This paper cites Empirical validation of agent-based models: Alternatives and prospects.Journal of Artificial Societies and Social Simulation, 10(2): 8.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Empirical validation of agent-based models: Alternatives and prospects.Journal of Artificial Societies and Social Simulation, 10(2): 8

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.360018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9dfa1ce1-14cb-45eb-bbfd-e50a782ecfe3 · outbound

This paper cites Twinmarket: A scalable behavioral and social simulation for financial markets.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Twinmarket: A scalable behavioral and social simulation for financial markets

Reference 76

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.628272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1c2a309a-a2b5-42dc-8282-44e4aae2874c · outbound

This paper cites OASIS: Open Agent Social Interaction Simulations with One Million Agents.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits OASIS: Open Agent Social Interaction Simulations with One Million Agents

Reference 77

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:43:19.631180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b84cc983-314c-41e5-8e26-f9cf712bb0d8 · outbound

This paper cites Simulating social network with llm agents: an analysis of information propagation and echo chambers.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Simulating social network with llm agents: an analysis of information propagation and echo chambers

Reference 78

Resolution: verified exact; doi, observed 2026-05-20T13:43:19.408353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9f487365-0b8c-4ff2-bf62-72dc2b2832a5 · outbound

This paper cites The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies

Reference 79

Resolution: verified exact; local_arxiv, observed 2026-05-20T13:43:19.594733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a56056c3-94fc-405b-9c56-4acb665b2e67 · outbound

This paper cites Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.358066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a5952deb-d7de-4357-b93a-16624c4a69c9 · outbound

This paper cites Sotopia: Interactive evaluation for social intelligence in language agents.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Sotopia: Interactive evaluation for social intelligence in language agents

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.361877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 06c14181-7ae2-414d-a657-d8e4f91672f9 · outbound

This paper cites Update your opinion, then write a reply.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Update your opinion, then write a reply

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.368758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 33322187-f805-4c75-a974-dfa0277a60df · outbound

This paper cites an unresolved cited work.

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-05-20T13:43:20.372723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0bd33165-e335-4414-acc7-c1a14e4a6ac2 · outbound

This paper cites action".

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits action"

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T13:43:20.356142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation 1eb92835-e1d2-48ef-8489-307904ef6774 · inbound

Mitigating LLM-based p-Hacking by Preregistering for the Next LLM cites this paper.

Mitigating LLM-based p-Hacking by Preregistering for the Next LLM Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-06-29T18:43:51.308344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 897587f4-bac0-4751-87e1-73a10c0ee97a · inbound

Defeat Devices in AI Systems cites this paper.

Defeat Devices in AI Systems Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits

Reference 60

Resolution: verified exact; local_arxiv, observed 2026-06-30T08:44:27.896549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fb1cd190-5254-4c75-a39b-7a393502132b · inbound

Collective cooperation without individual fidelity in LLM agents cites this paper.

Collective cooperation without individual fidelity in LLM agents Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits

Reference 16

Resolution: metadata mismatch; local_arxiv, observed 2026-06-30T03:24:12.452281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.