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Paper Citation Record · LEDGER

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation

As of 11 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2502.07853.

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

pith.paper-citation-record.v1
2502.07853 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T12:32:13.385055Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T15:59:34.133124Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T09:31:03.281082Z

Reference resolution

29 of 29 outbound references displayed

  • verified exact0
  • verified fuzzy29
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 850b3057-e1af-4926-aa13-aaae99c776fe · outbound

This paper cites Agent based modeling for agricultural policy evaluation: A review,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Agent based modeling for agricultural policy evaluation: A review,

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 05583ebf-8eb5-4af4-8367-d8299494a40a · outbound

This paper cites Agent-based modeling as organizational and public policy simulators,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Agent-based modeling as organizational and public policy simulators,

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation d75f4038-c8ec-47ad-af20-f69277675525 · outbound

This paper cites Considerations and best practices in agent-based modeling to inform policy,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Considerations and best practices in agent-based modeling to inform policy,

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 3298c3ac-fdb1-4484-8d34-bdcc094e1d2b · outbound

This paper cites Agent-based models for policy analysis,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Agent-based models for policy analysis,

Reference 4

Resolution
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raw_fallback, observed 2026-08-08T12:32:13.679073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 1749dbd7-9b87-46f2-828d-563c53600794 · outbound

This paper cites Hybrid agent-based simulation for policy evaluation of solar power generation systems,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Hybrid agent-based simulation for policy evaluation of solar power generation systems,

Reference 5

Resolution
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raw_fallback, observed 2026-08-08T12:32:13.668881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-08T12:32:13.302298Z digest=sha256:ae0ec4c69c276d3a1980879689aab9694bd08a85492b5adf9cb614f1054fdcd3

Observation 9d66aa75-6312-4219-b6a5-5ba826cd92aa · outbound

This paper cites Multi-agent large language models for conversational task-solving,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Multi-agent large language models for conversational task-solving,

Reference 6

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation f7efeba7-3cf6-48b8-a1e3-70f4a3c18ab5 · outbound

This paper cites Mason: A new multi-agent simulation toolkit,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Mason: A new multi-agent simulation toolkit,

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 1e7a39d8-8ee1-4722-928c-811d0a8f13a7 · outbound

This paper cites Repast: An extensible framework for agent simulation,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Repast: An extensible framework for agent simulation,

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 51df4c10-d402-4110-ac0f-ccd7d8454070 · outbound

This paper cites Netlogo: A simple environment for modeling complexity,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Netlogo: A simple environment for modeling complexity,

Reference 9

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raw_fallback, observed 2026-08-08T12:32:13.630693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-08T12:32:13.316208Z digest=sha256:68a99b694ebed3988e061a333dd0ae1ed1c6eb93708b966842c816899fdaccd6

Observation 202b05a6-9dff-4f6b-9254-0553e5a6a0be · outbound

This paper cites Empirical validation of agent-based models: Alternatives and prospects,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Empirical validation of agent-based models: Alternatives and prospects,

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 58e84875-8f41-449c-8952-b86fb7a198a9 · outbound

This paper cites Openabm-covid19—an agent-based model for non-pharmaceutical in- terventions against covid-19 including contact tracing,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Openabm-covid19—an agent-based model for non-pharmaceutical in- terventions against covid-19 including contact tracing,

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 5a074d1f-a68d-4c0b-a515-039df118670e · outbound

This paper cites Empirically based, agent-based models,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Empirically based, agent-based models,

Reference 12

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raw_fallback, observed 2026-08-08T12:32:13.602182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation a0946d1f-daad-422c-be39-ed28274d09c4 · outbound

This paper cites Agent-based modeling for urban development planning based on human needs. conceptual basis and model formulation,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Agent-based modeling for urban development planning based on human needs. conceptual basis and model formulation,

Reference 13

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raw_fallback, observed 2026-08-08T12:32:13.591567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-08T12:32:13.329582Z digest=sha256:1683d0a75534842307703e1f2a598831af7116aedc35f94e676fd0d47f3c7650

Observation 4db45367-1ecd-47d4-ad59-d684ee62178f · outbound

This paper cites Op- timization and control of agent-based models in biology: A perspective,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Op- timization and control of agent-based models in biology: A perspective,

Reference 14

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raw_fallback, observed 2026-08-08T12:32:13.581169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-08T12:32:13.333111Z digest=sha256:540e534439e20fa6fb04ae1d8431b5f7bfd2dbbcfd5510cd0bf81cefd1d46ea1

Observation fe3e723d-12da-4920-b689-4b3bb6649e50 · outbound

This paper cites Challenges, tasks, and opportunities in modeling agent-based complex systems,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Challenges, tasks, and opportunities in modeling agent-based complex systems,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:32:13.570757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-08T12:32:13.336508Z digest=sha256:6f5253dafdc28265e62f7c35e220d9ef4ffef3e2411bf461e3ea1f4c86514ef1

Observation 6e183bda-09a1-4ccb-9b34-7093fda5e166 · outbound

This paper cites Agent-based modelling of social-ecological systems: Achievements, challenges, and a way forward,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Agent-based modelling of social-ecological systems: Achievements, challenges, and a way forward,

Reference 16

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raw_fallback, observed 2026-08-08T12:32:13.560628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 5b9cb60a-2f23-48cc-bb6c-2bb7dd0fb1fa · outbound

This paper cites Agent-based model calibration using machine learning surrogates,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Agent-based model calibration using machine learning surrogates,

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 7793883f-eb9c-472c-b76f-f9623ffd67ac · outbound

This paper cites Is there a rainbow after the rain? how do agricultural shocks affect non-farm enterprises? evidence from thailand,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Is there a rainbow after the rain? how do agricultural shocks affect non-farm enterprises? evidence from thailand,

Reference 18

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 59db80a2-ebc0-482d-8ab1-bad660146b91 · outbound

This paper cites Representation of decision-making in european agricultural agent-based models,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Representation of decision-making in european agricultural agent-based models,

Reference 19

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raw_fallback, observed 2026-08-08T12:32:13.529175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation af2c2622-b9df-4367-95cd-363f0b9e35c4 · outbound

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

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation The complexities of agent-based modeling output analysis,

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation f7cd08df-8bf4-4ad3-9843-a94cae6889f1 · outbound

This paper cites The development of an agent-based modeling framework for simulating engineering team work,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation The development of an agent-based modeling framework for simulating engineering team work,

Reference 21

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raw_fallback, observed 2026-08-08T12:32:13.508053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-08T12:32:13.357382Z digest=sha256:ce5709f5bdb8b861897a098b24aa50a51f5363a4b4343adf64fb138b2b763f55

Observation 7a56b60b-b278-467f-8745-939e0a31fc66 · outbound

This paper cites Integrated framework for space- and energy-efficient retrofitting in multifunctional buildings: A synergy of agent-based mod- eling and performance-based modeling,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Integrated framework for space- and energy-efficient retrofitting in multifunctional buildings: A synergy of agent-based mod- eling and performance-based modeling,

Reference 22

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raw_fallback, observed 2026-08-08T12:32:13.496668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 87d34530-f82c-4cea-99ad-63e4f602e3be · outbound

This paper cites Empirically grounded agent-based models of innovation diffusion: a critical review,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Empirically grounded agent-based models of innovation diffusion: a critical review,

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-08T12:32:13.484162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-08T12:32:13.364377Z digest=sha256:1eb1ab130e64978c8643ba782cb12afa4300d314dfe5eb942e68fc6ea2a231c6

Observation ef7f3f22-5370-4b62-86a7-ca80c402842b · outbound

This paper cites Pacar: Covid-19 pandemic control decision making via large-scale agent-based modeling and deep rein- forcement learning,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Pacar: Covid-19 pandemic control decision making via large-scale agent-based modeling and deep rein- forcement learning,

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-08T12:32:13.472201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 55e9df15-3966-411f-b828-f141629ced5f · outbound

This paper cites Macroeconomic policy in dsge and agent-based models redux: New developments and challenges ahead,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Macroeconomic policy in dsge and agent-based models redux: New developments and challenges ahead,

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-08T12:32:13.460531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 846bcdad-a8f7-46d9-90e6-45a5ff919a00 · outbound

This paper cites Sepsis reconsidered: Identifying novel metrics for behavioral landscape characterization with a high- performance computing implementation of an agent-based model,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Sepsis reconsidered: Identifying novel metrics for behavioral landscape characterization with a high- performance computing implementation of an agent-based model,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:32:13.450129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 8bb264de-e305-4e4b-a6af-13f01ef91f83 · outbound

This paper cites Large-scale agent- based simulations of online social networks,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Large-scale agent- based simulations of online social networks,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:32:13.439393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation bff1fe9a-8d4e-4e0f-82a1-88d83f7286fa · outbound

This paper cites Agent-based modelling as a foundation for big data,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation Agent-based modelling as a foundation for big data,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:32:13.428632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-08T12:32:13.381354Z digest=sha256:357a1273153b840f3619f4ea454416e365758aa473512b92bf70c392551a46b9

Observation cf386411-71ea-445f-ad13-239fa28447d0 · outbound

This paper cites React: Synergizing reasoning and acting in language models,.

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation React: Synergizing reasoning and acting in language models,

Reference 29

Resolution
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raw_fallback, observed 2026-08-08T12:32:13.417379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-08T12:32:13.385055Z digest=sha256:350e640a45a5860c463e5f9dc1416a09dcfda674fe1085360ab5357684c0e997

Pith citing papers

Observation 102bf708-bf50-41ec-b2e2-7201190ba57a · inbound

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models cites this paper.

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:31:03.284839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-10T15:59:34.133124Z digest=sha256:183f2a4f6ec0bf659532c11d006530f5851d2684471dcb8b0f070d631c353c2c