Paper Citation Record · LEDGER

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making

As of 16 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2505.13761.

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

pith.paper-citation-record.v1
2505.13761 v2

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:12:59.540339Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

27 of 27 outbound references displayed

verified exact0
verified fuzzy14
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d2c6a47b-a485-40d5-a83c-a6dab2a75620 · outbound

This paper cites Elicitron: An LLM Agent-Based Simulation Framework for Design Requirements Elicitation.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Elicitron: An LLM Agent-Based Simulation Framework for Design Requirements Elicitation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.449400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46bce560-abbc-4c50-8bad-80d05b04f9fe · outbound

This paper cites LangChain, October 2022.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making LangChain, October 2022

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.453464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96e366c3-2bdb-44ff-b7ac-55880dd5acfe · outbound

This paper cites Towards user-focused cross-domain testing: Disentan- gling accessibility, usability, and fairness.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Towards user-focused cross-domain testing: Disentan- gling accessibility, usability, and fairness

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.803476Z

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 3dd54458-6ad2-48fb-806c-6bfc89d3e079 · outbound

This paper cites Large language models empowered agent-based modeling and simulation: A survey and perspectives.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Large language models empowered agent-based modeling and simulation: A survey and perspectives

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.460132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 892f96f8-c7ed-43be-b09f-1c85324392b5 · outbound

This paper cites Llm-augmented agent-based modelling for social simulations: Challenges and opportunities.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Llm-augmented agent-based modelling for social simulations: Challenges and opportunities

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.787097Z

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 fad9033e-9602-48ac-9a45-24875043e452 · outbound

This paper cites Data Interpreter: An LLM Agent For Data Science.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Data Interpreter: An LLM Agent For Data Science

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.467763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63d7d9f8-b286-4d97-aabd-63508dd0b319 · outbound

This paper cites From text to map: a system dynamics bot for constructing causal loop diagrams.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making From text to map: a system dynamics bot for constructing causal loop diagrams

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.777431Z

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 a8788338-2cc5-4c0e-b843-e2bef5e4944c · outbound

This paper cites Language Models, Agent Models, and World Models: The LAW for Machine Reasoning and Planning.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Language Models, Agent Models, and World Models: The LAW for Machine Reasoning and Planning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.474804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9264653-b8db-40cc-aaa5-8f9e5a2ac3bb · outbound

This paper cites A software architecture for configuration and usage of process simulation models: Software component technology and XML-based approach.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making A software architecture for configuration and usage of process simulation models: Software component technology and XML-based approach

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.767476Z

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 0cfe335f-631d-4d3a-8a88-828bfa3f0165 · outbound

This paper cites Vector databases and vector embeddings-review.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Vector databases and vector embeddings-review

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.755797Z

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 259c6e76-d75c-47c9-afc5-e52fbb77892b · outbound

This paper cites Knowledge graphs, large language models, and hallucinations: An nlp perspective.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Knowledge graphs, large language models, and hallucinations: An nlp perspective

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.744761Z

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 c5c6181c-e720-48da-8164-ffb07a2f2f58 · outbound

This paper cites The complexities of agent-based modeling output analysis.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making The complexities of agent-based modeling output analysis

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.735226Z

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 ac39fc41-caf9-47a1-8b57-df998d8ccff9 · outbound

This paper cites Demonstration of InsightPilot: An LLM-Empowered Automated Data Exploration System.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Demonstration of InsightPilot: An LLM-Empowered Automated Data Exploration System

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.491837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39586d83-a733-4f13-9142-0739609a939d · outbound

This paper cites Agent-based modeling and simulation.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Agent-based modeling and simulation

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.723586Z

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 c5d18137-4302-44fd-aa78-d524d3aec93c · outbound

This paper cites Chatgpt (mar 14 version)[large language model], 2023.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Chatgpt (mar 14 version)[large language model], 2023

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.713651Z

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 83848760-0cc7-4562-a93c-bb5384ef9809 · outbound

This paper cites Generating descriptive explanations of machine learning models using llm.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Generating descriptive explanations of machine learning models using llm

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.703088Z

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 a7cc7c28-9c98-4aa6-89cc-c11f320cd688 · outbound

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

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Generative agents: Interactive simulacra of human behavior

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.506285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e54b7ed0-c900-4a1c-9add-dfc83fb847d9 · outbound

This paper cites Simulation tools for biochemical networks: evaluation of performance and usability.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Simulation tools for biochemical networks: evaluation of performance and usability

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.687477Z

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 a5d542e8-68b9-4db5-ae2f-a205bb56ac2a · outbound

This paper cites Scaling Instructable Agents Across Many Simulated Worlds.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Scaling Instructable Agents Across Many Simulated Worlds

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.512191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68af8d7c-061d-4cf4-b5fa-9d79e2e07994 · outbound

This paper cites Y Social: an LLM-powered Social Media Digital Twin.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Y Social: an LLM-powered Social Media Digital Twin

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.516250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dba32891-4b9e-47a3-81e1-979cf070a999 · outbound

This paper cites Context, composition, automation, and communication: The c2ac roadmap for modeling and simulation.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Context, composition, automation, and communication: The c2ac roadmap for modeling and simulation

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.677361Z

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 2122650e-2139-4ed2-aef6-8e9fcfc223ad · outbound

This paper cites Factuality of Large Language Models: A Survey.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Factuality of Large Language Models: A Survey

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.522905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae798455-9c24-46da-8678-41517e870847 · outbound

This paper cites Llm experiments with simulation: Large language model multi-agent system for simulation model parametrization in digital twins.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Llm experiments with simulation: Large language model multi-agent system for simulation model parametrization in digital twins

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.666780Z

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 dda78b74-987f-4105-bda4-e59b379fe003 · outbound

This paper cites Towards autonomous system: flexible modu- lar production system enhanced with large language model agents.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Towards autonomous system: flexible modu- lar production system enhanced with large language model agents

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:12:59.656719Z

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 29154caa-da98-4db5-99da-c39c96cb0b3c · outbound

This paper cites LLM Agent for Fire Dynamics Simulations.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making LLM Agent for Fire Dynamics Simulations

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.533803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba77791d-d940-450b-933b-9fe0e131fd0b · outbound

This paper cites Hallucination is Inevitable: An Innate Limitation of Large Language Models.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Hallucination is Inevitable: An Innate Limitation of Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.537153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2257608c-b4ed-4be0-a1bd-e3c5d930a3c3 · outbound

This paper cites Large Language Models for Explainable Decisions in Dynamic Digital Twins.

Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making Large Language Models for Explainable Decisions in Dynamic Digital Twins

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T20:12:59.540339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.