Paper Citation Record · LEDGER

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

As of 23 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 5 inbound Pith citation observations for arXiv:2504.21582.

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

pith.paper-citation-record.v1
2504.21582 v3

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:06:28.972795Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T04:29:41.349629Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T23:52:49.431667Z

Reference resolution

57 of 57 outbound references displayed

verified exact1
verified fuzzy30
unresolved25
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 04113e12-5e6c-4a0b-931d-939cc90f5d2d · outbound

This paper cites Deep variational information bottleneck.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Deep variational information bottleneck

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.720211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 369d7251-7700-4214-8ce8-22e262ee6e1c · outbound

This paper cites Center on Social and Economic Dynamics Washington, DC, 2000.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Center on Social and Economic Dynamics Washington, DC, 2000

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.822267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7c9d6a1c-9b96-487b-abe9-125894a8840d · outbound

This paper cites Exposure to ideologically diverse news and opinion on facebook.Science, 348(6239):1130–1132, 2015.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Exposure to ideologically diverse news and opinion on facebook.Science, 348(6239):1130–1132, 2015

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.729298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aecec27c-17e7-425f-99f5-55956f5e2266 · outbound

This paper cites Opinion dynamics in social networks through mean-field games.SIAM Journal on Control and Optimization, 54(6):3225–3257, 2016.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Opinion dynamics in social networks through mean-field games.SIAM Journal on Control and Optimization, 54(6):3225–3257, 2016

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.798784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1970c4c9-0a95-491c-a87c-f06fcb982739 · outbound

This paper cites Intra-group decision- making in agent-based models.Scientific Reports, 11(1):17709, 2021.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Intra-group decision- making in agent-based models.Scientific Reports, 11(1):17709, 2021

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.784179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2859f289-775b-4e46-a593-2b265e43b36a · outbound

This paper cites Agent-based modeling: Methods and techniques for simulating human systems.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Agent-based modeling: Methods and techniques for simulating human systems

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.770236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7022d402-e0d8-436b-9776-66ff883f0332 · outbound

This paper cites The spread of behavior in an online social network experiment.Science, 329 (5996):1194–1197, 2010.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework The spread of behavior in an online social network experiment.Science, 329 (5996):1194–1197, 2010

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.756331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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

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

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 4f56c0bc-84a0-4029-9932-2a0a40954413 · outbound

This paper cites Electrical vehicles in the smart grid: A mean field game analysis.IEEE Journal on Selected Areas in Communications, 30(6):1086–1096, 2012.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Electrical vehicles in the smart grid: A mean field game analysis.IEEE Journal on Selected Areas in Communications, 30(6):1086–1096, 2012

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.742746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a8eef71d-e481-4141-832d-8983715934e1 · outbound

This paper cites Brookings Institution Press, 1996.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Brookings Institution Press, 1996

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.727666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0cc2382a-b841-493d-b479-9b38c2eaf6ec · outbound

This paper cites A mean field game approach for multi-lane traffic manage- ment.IFAC-PapersOnLine, 51(32):793–798, 2018.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework A mean field game approach for multi-lane traffic manage- ment.IFAC-PapersOnLine, 51(32):793–798, 2018

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.712162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation df920fb7-0876-4b7f-8a61-4dc46f8665dc · outbound

This paper cites S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.770238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 868f3c90-8c4c-4d2f-88ad-1e06807eee67 · outbound

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

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework AgentScope: A Flexible yet Robust Multi-Agent Platform

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.774962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f3e0564-24b6-40e8-b8c3-fe6117aa959b · outbound

This paper cites Pattern- oriented modeling of agent-based complex systems: lessons from ecology.Science, 310(5750): 987–991, 2005.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Pattern- oriented modeling of agent-based complex systems: lessons from ecology.Science, 310(5750): 987–991, 2005

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.698433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0fde298a-9d1d-40ae-ac74-77581ee8e08e · outbound

This paper cites Simulating dynamical features of escape panic.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Simulating dynamical features of escape panic

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.684101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 36d2373f-78e4-413e-95b8-5f7aa458ef62 · outbound

This paper cites Large population stochastic dynamic games: Closed-loop mckean-vlasov systems and the nash certainty equivalence principle.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Large population stochastic dynamic games: Closed-loop mckean-vlasov systems and the nash certainty equivalence principle

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.670309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4d1f2f26-e457-4f34-befe-ce5e3f617e4d · outbound

This paper cites The wealthy hand-to-mouth.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework The wealthy hand-to-mouth

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.656335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0a60491e-4d16-4e6b-985f-4bc222fa65f0 · outbound

This paper cites Scaling Laws for Neural Language Models.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Scaling Laws for Neural Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.797182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62fe11f8-e8e0-44e6-a136-5a3adbd6a43c · outbound

This paper cites Mean field games.Japanese Journal of Mathematics, 2(1):229–260, 2007.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Mean field games.Japanese Journal of Mathematics, 2(1):229–260, 2007

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.801911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b28547ff-66a9-4f44-9356-333da76a18b7 · outbound

This paper cites Scalable deep rein- forcement learning algorithms for mean field games.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Scalable deep rein- forcement learning algorithms for mean field games

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.634311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 711a80bb-a318-45a1-a52d-952c114b1f1e · outbound

This paper cites Learning in Mean Field Games: A Survey.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Learning in Mean Field Games: A Survey

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.810627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c89740c-ac53-47d6-b1eb-5621644a4cf6 · outbound

This paper cites EconAgent: Large Language Model-Empowered Agents for Simulating Macroeconomic Activities.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework EconAgent: Large Language Model-Empowered Agents for Simulating Macroeconomic Activities

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.815061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b733873e-fe2b-4acb-be9b-1bb4bb8707a3 · outbound

This paper cites From Skepticism to Acceptance: Simulating the Attitude Dynamics Toward Fake News.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework From Skepticism to Acceptance: Simulating the Attitude Dynamics Toward Fake News

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.819328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ea78090-626b-46e4-906b-19fff9c610fc · outbound

This paper cites Detecting rumors from microblogs with recurrent neural networks.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Detecting rumors from microblogs with recurrent neural networks

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.823740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b986df7-e691-434e-9485-d3aa888f9089 · outbound

This paper cites Tutorial on agent-based modeling and simulation.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Tutorial on agent-based modeling and simulation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.827641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5b933ac-9968-4fd5-a414-e65ca6d8827f · outbound

This paper cites Taxai: A dynamic economic simulator and benchmark for multi-agent reinforcement learning.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Taxai: A dynamic economic simulator and benchmark for multi-agent reinforcement learning

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.602883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 57ef47aa-622f-4f4f-ac39-30b455bfd501 · outbound

This paper cites Learning Macroeconomic Policies through Dynamic Stackelberg Mean-Field Games.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Learning Macroeconomic Policies through Dynamic Stackelberg Mean-Field Games

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.835393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d341eedc-1d4a-417f-9fdf-c2152349e8f9 · outbound

This paper cites On learning agent-based models from data.Scientific Reports, 13(1):9268, 2023.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework On learning agent-based models from data.Scientific Reports, 13(1):9268, 2023

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.588372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 28c8b11a-a373-407a-8176-6d37551c2f7e · outbound

This paper cites Unveiling the Truth and Facilitating Change: Towards Agent-based Large-scale Social Movement Simulation.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Unveiling the Truth and Facilitating Change: Towards Agent-based Large-scale Social Movement Simulation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.844653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adb89880-fcf4-437f-a89c-a64b73841023 · outbound

This paper cites Training language models to follow instructions with human feedback.Advances in Neural Information Processing Systems, 35:27730–27744, 2022.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Training language models to follow instructions with human feedback.Advances in Neural Information Processing Systems, 35:27730–27744, 2022

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.848997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d52483d-bf56-4dbf-9e61-6ced3200478e · outbound

This paper cites Generative agents: Interactive simulacra of human behavior.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Generative agents: Interactive simulacra of human behavior

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.566240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7ab83b90-94ed-4131-907d-db5e80ac99a9 · outbound

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

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework AgentSociety: Large-Scale Simulation of LLM-Driven Generative Agents Advances Understanding of Human Behaviors and Society

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.857279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 937174eb-860a-4f5c-a125-97fecd31b956 · outbound

This paper cites Dynamic models of segregation.Journal of Mathematical Sociology, 1 (2):143–186, 1971.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Dynamic models of segregation.Journal of Mathematical Sociology, 1 (2):143–186, 1971

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.552495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 12fc9198-6a6b-43c6-8da9-ba34e3db702e · outbound

This paper cites Social simulation in the social sciences: A brief overview.Social Science Computer Review, 32(3):279–294, 2014.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Social simulation in the social sciences: A brief overview.Social Science Computer Review, 32(3):279–294, 2014

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.539396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1e37a7e8-0899-4009-9c1a-0dfa3fc67e70 · outbound

This paper cites GenSim: A General Social Simulation Platform with Large Language Model based Agents.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework GenSim: A General Social Simulation Platform with Large Language Model based Agents

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.869624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be5a98dd-1ffa-4225-90de-0943e3f8c44a · outbound

This paper cites Agent-based computational economics: A constructive approach to economic theory.Handbook of Computational Economics, 2:831–880, 2006.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Agent-based computational economics: A constructive approach to economic theory.Handbook of Computational Economics, 2:831–880, 2006

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.525133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fd2b691d-c84e-4e6f-a8a1-310280c8fef5 · outbound

This paper cites The information bottleneck method.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework The information bottleneck method

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.878881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0753535-7a07-4fa9-9879-93469ccc97dc · outbound

This paper cites Can llm simulations truly re- flect humanity? a deep dive.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Can llm simulations truly re- flect humanity? a deep dive

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.511293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d7d9a117-0d35-4a54-b640-605507890ce1 · outbound

This paper cites A survey on mean-field game for dynamic management and control in space-air-ground network.IEEE Communications Surveys & Tutorials, 2024.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework A survey on mean-field game for dynamic management and control in space-air-ground network.IEEE Communications Surveys & Tutorials, 2024

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.497750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 82542a21-b696-414a-a1b6-fe9e5c3bf197 · outbound

This paper cites Learning Deep Mean Field Games for Modeling Large Population Behavior.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Learning Deep Mean Field Games for Modeling Large Population Behavior

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.892193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1d236c2-135f-4926-b258-0d2c28177b86 · outbound

This paper cites Mean field multi-agent reinforcement learning.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Mean field multi-agent reinforcement learning

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.484028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b01a9208-1fac-405f-8016-58a67297c705 · outbound

This paper cites Twinmarket: A scalable behavioral and socialsimulation for financial markets.arXiv preprint arXiv:2502.01506, 2025.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Twinmarket: A scalable behavioral and socialsimulation for financial markets.arXiv preprint arXiv:2502.01506, 2025

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.901273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c480a7a-50c8-48df-9de1-412beb0ba014 · outbound

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

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework OASIS: Open Agent Social Interaction Simulations with One Million Agents

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.905463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df106e3c-a4b8-4584-aae7-5abf4aaf1d95 · outbound

This paper cites ElectionSim: Massive Population Election Simulation Powered by Large Language Model Driven Agents.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework ElectionSim: Massive Population Election Simulation Powered by Large Language Model Driven Agents

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.910674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6781ac7-4748-433d-b151-f1ac3a49a5c8 · outbound

This paper cites TrendSim: Simulating Trending Topics in Social Media Under Poisoning Attacks with LLM-based Multi-agent System.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework TrendSim: Simulating Trending Topics in Social Media Under Poisoning Attacks with LLM-based Multi-agent System

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T05:06:28.915465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43ebcd19-ca6e-4a11-9f57-5c86b001dd04 · outbound

This paper cites Mean Field Correlated Imitation Learning.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Mean Field Correlated Imitation Learning

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-08-16T05:06:29.035267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f93b4b44-f3c5-4d93-99a6-228f912d792a · outbound

This paper cites Larger and more instructable language models become less reliable.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Larger and more instructable language models become less reliable

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.470534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2b21efdd-3c7b-4193-98e8-a6f43cc7702a · outbound

This paper cites SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents

Reference 48

Resolution: malformed identifier; no resolver link, observed 2026-08-16T05:06:28.928825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 945ca57a-a4cd-4405-831b-da66d8cd424c · outbound

This paper cites @_@” typically conveys feelings of “surprise, confusion, or being stunned.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework @_@” typically conveys feelings of “surprise, confusion, or being stunned

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.457304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8659a8e4-9b3b-4bb4-936c-7f0c1ffe3bca · outbound

This paper cites angry",.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework angry",

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.443272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1069f44e-3ec0-44f8-9ee5-07abea1c6fbb · outbound

This paper cites positive.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework positive

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.430097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 76692f87-1290-4f07-99b5-e225b3c73f3b · outbound

This paper cites support",.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework support",

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.416759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b5472e3a-5b51-4f63-b4f7-c761c14b1293 · outbound

This paper cites policy",.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework policy",

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.400942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4dd9940f-054f-45e2-bab3-9601eb3a9715 · outbound

This paper cites subjective.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework subjective

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.387330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 04630e11-fdb2-4a16-9c4f-cd58bc4bba33 · outbound

This paper cites an unresolved cited work.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:06:29.373256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3c2dad1f-5f40-4493-bc93-8923541cc261 · outbound

This paper cites an unresolved cited work.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:06:29.359257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1bd2a95f-ed98-465e-847c-2c391175cf5c · outbound

This paper cites Liu Xiang Olympic Rumor.

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework Liu Xiang Olympic Rumor

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:06:29.345178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

Observation 58edab1e-78e6-453d-9344-69075a9b443b · inbound

EconGym: A Scalable AI Testbed with Diverse Economic Tasks cites this paper.

EconGym: A Scalable AI Testbed with Diverse Economic Tasks MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T04:08:13.825732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cf53596-189b-4ac0-85bc-a6d7f57ade69 · inbound

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IntervenSim: Intervention-Aware Social Network Simulation for Opinion Dynamics MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:36:01.139018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits cites this paper.

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 2026-08-23T06:30:58.430688+00:00.

Observation 43b56e76-8da0-4045-83f3-e1424ae2adfc · inbound

EASE Configuration Facilitates A Reproducible Science of LLM Social Simulations cites this paper.

EASE Configuration Facilitates A Reproducible Science of LLM Social Simulations MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework

Reference 41

Resolution: malformed identifier; arxiv_id, observed 2026-06-28T23:52:49.433033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ca49c5e0-7fc3-48cd-a376-64986c521f1c · inbound

SocietyBench: Forecasting Counterfactual Social-World Evolution cites this paper.

SocietyBench: Forecasting Counterfactual Social-World Evolution MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework

Reference 193

Resolution: unresolved; no resolver link, observed 2026-08-10T04:29:41.349629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.