Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T18:28:06.316101Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 5 inbound Pith citation observations for arXiv:2506.19806.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T18:28:06.316101Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T06:14:16.034455Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T14:28:31.200987Z
65 of 65 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 79fe8db4-9c37-48ac-969d-6b263f55a291 · outbound
LLM-Based Social Simulations Require a Boundary Research Question Type and Heterogeneity Requirement Our classification draws on established frameworks in computational social science and ABM literature
Reference 1
Source-reported events for the cited work
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Observation c6a3bdfb-3706-41fd-99b6-df6f5f0e1178 · outbound
LLM-Based Social Simulations Require a Boundary Mapping and Influencing the Political Ideology of Large Language Models using Synthetic Personas
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c6e20e8-9fb3-41c2-88ca-d56c706c97b2 · outbound
LLM-Based Social Simulations Require a Boundary T., Wu, J., and Liu, Z
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 18fc83e5-00f8-42a2-aa1d-e74786c57920 · outbound
LLM-Based Social Simulations Require a Boundary Compost: Charac- terizing and evaluating caricature in llm simulations
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6415a997-cb52-4e7f-bdd1-6529f0824624 · outbound
LLM-Based Social Simulations Require a Boundary Simulating opinion dynamics with networks of llm-based agents
Reference 9
Source-reported events for the cited work
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Observation a4d90e46-0ee3-40f3-af1f-4f7df6f63fe7 · outbound
LLM-Based Social Simulations Require a Boundary Behavioral and Topological Heterogeneities in Network Versions of Schelling's Segregation Model
Reference 11
Source-reported events for the cited work
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Observation 736a98ab-e890-4626-b762-c00f659f5682 · outbound
LLM-Based Social Simulations Require a Boundary Nicer Than Humans: How do Large Language Models Behave in the Prisoner's Dilemma?
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62c98492-bcbf-4911-8668-b5c99f9dcd20 · outbound
LLM-Based Social Simulations Require a Boundary Strategic Reasoning with Language Models
Reference 16
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Unavailable: canonical work link unavailable.
Observation 42a61ee0-f633-4e2e-878d-215cb35466b6 · outbound
LLM-Based Social Simulations Require a Boundary S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents
Reference 17
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Unavailable: canonical work link unavailable.
Observation 4e9023c2-1348-4089-b273-6bc86c4ab16c · outbound
LLM-Based Social Simulations Require a Boundary Scaling Synthetic Data Creation with 1,000,000,000 Personas
Reference 18
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Unavailable: canonical work link unavailable.
Observation afe2cd0c-c287-4b26-8ef7-80f8c5b6864c · outbound
LLM-Based Social Simulations Require a Boundary and Toubia, O
Reference 19
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Unavailable: canonical work link unavailable.
Observation 47c818b3-73f0-4c6d-92ac-34047e300073 · outbound
LLM-Based Social Simulations Require a Boundary Can Large Language Models Play Games? A Case Study of A Self-Play Approach
Reference 20
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Unavailable: canonical work link unavailable.
Observation a3409f2c-aa61-4d43-b17a-6434ccc6e0eb · outbound
LLM-Based Social Simulations Require a Boundary "Guinea Pig Trials" Utilizing GPT: A Novel Smart Agent-Based Modeling Approach for Studying Firm Competition and Collusion
Reference 21
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Unavailable: canonical work link unavailable.
Observation c84a1927-29a1-4dcb-913a-829dcad9ee31 · outbound
LLM-Based Social Simulations Require a Boundary M., Antunes, L., Pav´on Mestras, J., et al
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ce1f4842-33b9-43aa-9e26-64ebb3595271 · outbound
LLM-Based Social Simulations Require a Boundary J., and Xie, X
Reference 23
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Unavailable: canonical work link unavailable.
Observation 3375fff5-f06b-431b-a8e1-0eb22600fe82 · outbound
LLM-Based Social Simulations Require a Boundary War and Peace (WarAgent): Large Language Model-based Multi-Agent Simulation of World Wars
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9298555a-2767-46ca-bff6-991c86f93898 · outbound
LLM-Based Social Simulations Require a Boundary Social Science Meets LLMs: How Reliable Are Large Language Models in Social Simulations?
Reference 26
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Unavailable: canonical work link unavailable.
Observation 1fc59fde-211b-4da6-84ce-1d63fae110e4 · outbound
LLM-Based Social Simulations Require a Boundary Understanding llm agent behaviours via game theory: Strategy recognition, biases and multi-agent dynamics.arXiv preprint arXiv:2512.07462,
Reference 27
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Unavailable: canonical work link unavailable.
Observation a033d7cf-2317-4f31-94fd-fa4899ce531a · outbound
LLM-Based Social Simulations Require a Boundary Do Large Language Models Solve the Problems of Agent-Based Modeling? A Critical Review of Generative Social Simulations
Reference 29
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Unavailable: canonical work link unavailable.
Observation db79595e-bbaa-4a5f-bc34-18e5288f34b3 · outbound
LLM-Based Social Simulations Require a Boundary LLM Generated Persona is a Promise with a Catch
Reference 30
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Unavailable: canonical work link unavailable.
Observation 6eaf20f2-7edb-42ad-99f6-8b23d0ddec83 · outbound
LLM-Based Social Simulations Require a Boundary DiverseDialogue: A Methodology for Designing Chatbots with Human-Like Diversity
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 40b5c110-e9b2-44ff-b807-9a5f81b002e0 · outbound
LLM-Based Social Simulations Require a Boundary From Skepticism to Acceptance: Simulating the Attitude Dynamics Toward Fake News
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6be49a59-fb20-4ce4-810c-b0954d02cfaf · outbound
LLM-Based Social Simulations Require a Boundary How does the heterogeneity of members affect the evolution of group opinions?Discrete Dynamics in Nature and Society, 2021(1):8827048,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e005e5e6-e729-475d-96ad-549b21c60bb1 · outbound
LLM-Based Social Simulations Require a Boundary Computational Experiments Meet Large Language Model Based Agents: A Survey and Perspective
Reference 35
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Unavailable: canonical work link unavailable.
Observation 1cb8e301-bc0f-483c-bdc6-b2290cd9a4cf · outbound
LLM-Based Social Simulations Require a Boundary Enhancing Patient-Centric Communication: Leveraging LLMs to Simulate Patient Perspectives
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8d23d82e-9f0c-4815-b7ea-b2da8d6e0a8a · outbound
LLM-Based Social Simulations Require a Boundary Towards A Holistic Landscape of Situated Theory of Mind in Large Language Models
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c349da7-7df8-4c67-85dc-5e9b7bf2c924 · outbound
LLM-Based Social Simulations Require a Boundary On The Origin of Cultural Biases in Language Models: From Pre-training Data to Linguistic Phenomena
Reference 40
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Unavailable: canonical work link unavailable.
Observation b74c46c8-54a9-40ec-9d5c-9acd7ad7b75a · outbound
LLM-Based Social Simulations Require a Boundary Beyond Demographics: Fine-tuning Large Language Models to Predict Individuals' Subjective Text Perceptions
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b36091dd-9a46-43e9-8395-8a2e516ba2e9 · outbound
LLM-Based Social Simulations Require a Boundary LLM Agents Grounded in Self-Reports Enable General-Purpose Simulation of Individuals
Reference 42
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Unavailable: canonical work link unavailable.
Observation 9f9960ad-bddf-4585-a4f0-30f4373290d4 · outbound
LLM-Based Social Simulations Require a Boundary Rethinking Interpretability in the Era of Large Language Models
Reference 45
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Unavailable: canonical work link unavailable.
Observation dce03b8b-7093-4eb5-806b-946ac2c54764 · outbound
LLM-Based Social Simulations Require a Boundary Multiagent Simulators for Social Networks
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 924aa344-1041-4836-8499-1286c303ae92 · outbound
LLM-Based Social Simulations Require a Boundary Gensim: A general social simulation platform with large language model based agents
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f67250ae-af1d-4943-9aad-4e7f05c4885f · outbound
LLM-Based Social Simulations Require a Boundary Systematic biases in llm simulations of debates
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f2aa42cf-6aac-40d5-87bc-95aba4adda46 · outbound
LLM-Based Social Simulations Require a Boundary User Behavior Simulation with Large Language Model based Agents
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e1fc0e30-f748-463c-ba3b-38d6f81fdbf8 · outbound
LLM-Based Social Simulations Require a Boundary From ChatGPT to DeepSeek: Can LLMs Simulate Humanity?
Reference 51
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Unavailable: canonical work link unavailable.
Observation 74b41033-1de8-4260-aa63-510fea20f3fb · outbound
LLM-Based Social Simulations Require a Boundary Smart Agent-Based Modeling: On the Use of Large Language Models in Computer Simulations
Reference 52
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Unavailable: canonical work link unavailable.
Observation cf9b79b1-44d4-4fb2-8d3d-70a73f961d28 · outbound
LLM-Based Social Simulations Require a Boundary Shall we team up: Exploring spontaneous cooperation of competing llm agents
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1dac2ceb-7733-48a7-8d1b-309cf2144e2b · outbound
LLM-Based Social Simulations Require a Boundary Evaluating and Enhancing LLMs Agent based on Theory of Mind in Guandan: A Multi-Player Cooperative Game under Imperfect Information
Reference 55
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Unavailable: canonical work link unavailable.
Observation 7ee8bf03-16e9-4ce1-8895-c70665fc418d · outbound
LLM-Based Social Simulations Require a Boundary Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology View
Reference 56
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Unavailable: canonical work link unavailable.
Observation ec5d4ec4-ed85-47c2-b75a-95347cd38c2f · outbound
LLM-Based Social Simulations Require a Boundary SocioVerse: A World Model for Social Simulation Powered by LLM Agents and A Pool of 10 Million Real-World Users
Reference 57
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Unavailable: canonical work link unavailable.
Observation 6cf7047d-dbdd-4062-b0e6-73561138ce58 · outbound
LLM-Based Social Simulations Require a Boundary Do Vision-Language Models Represent Space and How? Evaluating Spatial Frame of Reference Under Ambiguities
Reference 58
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Unavailable: canonical work link unavailable.
Observation 568c1e9e-f094-49fd-955f-55977578bab5 · outbound
LLM-Based Social Simulations Require a Boundary The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b00d1945-1c2f-4c27-8abc-bcca8f83213c · outbound
LLM-Based Social Simulations Require a Boundary SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents
Reference 60
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Unavailable: canonical work link unavailable.
Observation 6c434a53-828a-4d5e-a1c9-85327ea29815 · outbound
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8ae91844-0920-4941-a458-ed880b51072b · outbound
LLM-Based Social Simulations Require a Boundary (3) Exploratory studies have demonstrated human-like behavior, with performance approaching that of humans in certain experiments (Anthis et al., 2025)
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 146d8e09-e230-47e4-a761-10f4660c3a0a · outbound
LLM-Based Social Simulations Require a Boundary Would the research question still be answerable if all agents behaved identically at the population mean?
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 14cdb708-8a96-48ff-980e-7fc72da79d0a · outbound
LLM-Based Social Simulations Require a Boundary Can markets clear?
Reference 100
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bd8c6c31-b9d7-4780-81ff-21fe1ead013e · outbound
LLM-Based Social Simulations Require a Boundary Personality Traits in Large Language Models
Reference 1971
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71e9a6d4-5cfc-471f-91ca-5f29b145ff7a · outbound
LLM-Based Social Simulations Require a Boundary United in Diversity? Contextual Biases in LLM-Based Predictions of the 2024 European Parliament Elections
Reference 1988
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Unavailable: canonical work link unavailable.
Observation 7d4f4271-50c4-4515-b520-a6153e02be3d · outbound
LLM-Based Social Simulations Require a Boundary K., Bhatia, S., and Chakraborty, T
Reference 1996
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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 03ed0542-d692-483b-b546-2decf9e65a5e · outbound
LLM-Based Social Simulations Require a Boundary Unresolved cited work
Reference 1999
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation aebadfee-415b-42b7-adb0-741c0b9b0fa0 · outbound
LLM-Based Social Simulations Require a Boundary Unresolved cited work
Reference 2005
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bdc509ff-ea46-4ec4-a146-252d1b11ff96 · outbound
LLM-Based Social Simulations Require a Boundary Modeling and math- ematical analysis of swarms of microscopic robots
Reference 2006
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f0da83f2-24ce-4ef0-890e-21d24914e3da · outbound
LLM-Based Social Simulations Require a Boundary Explaining Large Language Models Decisions Using Shapley Values
Reference 2009
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d25e355e-7076-4df6-b33d-74508f436379 · outbound
LLM-Based Social Simulations Require a Boundary Emergence of Social Norms in Generative Agent Societies: Principles and Architecture
Reference 2010
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64cb1529-47f5-4fc0-bb2b-5e6fc8abe0b8 · outbound
LLM-Based Social Simulations Require a Boundary Specializing Large Language Models to Simulate Survey Response Distributions for Global Populations
Reference 2011
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33248b25-b3a5-4250-9041-5019d5a2b0aa · outbound
LLM-Based Social Simulations Require a Boundary OASIS: Open Agent Social Interaction Simulations with One Million Agents
Reference 2014
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98aab92a-b20f-4e1e-b7c7-447b8b2ed003 · outbound
LLM-Based Social Simulations Require a Boundary Can Generative AI agents behave like humans? Evidence from laboratory market experiments
Reference 2015
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aed4ccc4-facd-4ea8-9e72-42f8710a7aed · outbound
LLM-Based Social Simulations Require a Boundary G., Ortu, F., Strausz, A., Sachan, M., Mihalcea, R., et al
Reference 2017
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 80736ead-017e-442c-9372-e3f6581533b3 · outbound
LLM-Based Social Simulations Require a Boundary LLM Social Simulations Are a Promising Research Method
Reference 2018
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e33feddc-265d-4f68-8266-b9a49ffb4f6d · outbound
LLM-Based Social Simulations Require a Boundary Strategic Interactions between Large Language Models-based Agents in Beauty Contests
Reference 2021
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 416df9f2-38ee-427c-bf76-4fb89fdcd880 · outbound
LLM-Based Social Simulations Require a Boundary From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents
Reference 2022
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Unavailable: canonical work link unavailable.
Observation 415412d1-e1eb-4cd3-bc88-ca934809f68b · outbound
LLM-Based Social Simulations Require a Boundary Observing Micromotives and Macrobehavior of Large Language Models
Reference 2023
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bc094281-2c2e-46c4-8276-59ad2a799214 · outbound
LLM-Based Social Simulations Require a Boundary Can We Count on LLMs? The Fixed-Effect Fallacy and Claims of GPT-4 Capabilities
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa3406a1-5d24-4c0c-8343-1caae983db0c · outbound
LLM-Based Social Simulations Require a Boundary Anomalous fluctuations in Minority Games and related multi-agent models of financial markets
Reference 2025
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7d691930-da42-44f0-89a5-e623915d9113 · inbound
Exploring Silicon-Based Societies: An Early Study of the Moltbook Agent Community LLM-Based Social Simulations Require a Boundary
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d85c6cd-e50c-4c58-a416-0d0072378a7b · inbound
Network Effects and Agreement Drift in LLM Debates LLM-Based Social Simulations Require a Boundary
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 515cad79-66d8-43da-bc2a-1b68f2a79c9a · inbound
Will Scaling Improve Social Simulation with LLMs? LLM-Based Social Simulations Require a Boundary
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation de58511b-8fb8-4c1a-bc86-ddb4dfbcba89 · inbound
Will Scaling Improve Social Simulation with LLMs? LLM-Based Social Simulations Require a Boundary
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9ac51ff-35c4-4843-a40f-b1cc7bb49a59 · inbound
Empirical Grounding Improves the Realism of LLM Agents Simulating Human Behavior During Disruptions LLM-Based Social Simulations Require a Boundary
Reference 10
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Unavailable: canonical work link unavailable.