Paper Citation Record · LEDGER

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain

As of 18 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2508.16172.

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

pith.paper-citation-record.v1
2508.16172 v2

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:31:43.095405Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

36 of 36 outbound references displayed

verified exact0
verified fuzzy30
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7c9cb9fc-9f55-4368-97fe-a992de48a40b · outbound

This paper cites Data- Driven Intelligent Transportation Systems : A Survey.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Data- Driven Intelligent Transportation Systems : A Survey

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.889847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 03d5a300-11d7-49f3-9bc2-fe83874943d7 · outbound

This paper cites Matthews, Nigel G.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Matthews, Nigel G

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.875176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f76d81c0-c3cd-4c65-8d2f-20796182cc24 · outbound

This paper cites Modeling, replicating, and predicting human behavior: A survey.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Modeling, replicating, and predicting human behavior: A survey

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.860635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1dd06974-5944-4496-a606-881bcfe0d42a · outbound

This paper cites Generative agents in agent-based modeling: Overview, validation, and emerging challenges.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Generative agents in agent-based modeling: Overview, validation, and emerging challenges

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.845898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9825499f-14f5-4e26-831a-19f65a64b0d2 · outbound

This paper cites Consistency in Language Models: Current Landscape, Challenges, and Future Directions.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Consistency in Language Models: Current Landscape, Challenges, and Future Directions

Reference 5

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Source-reported events for the cited work

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Observation 3017ce0f-fc7a-4ad8-b1d9-43f40b96bad7 · outbound

This paper cites Comparison of the implementation of a flood evacuation model on two different geographical agent-based platforms: Netlogo and Gama.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Comparison of the implementation of a flood evacuation model on two different geographical agent-based platforms: Netlogo and Gama

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.830974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8ea5a44f-dd91-4928-a808-6b119ae4ce67 · outbound

This paper cites Urban mobility swarms: Towards a decentralized autonomous bicycle-sharing system.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Urban mobility swarms: Towards a decentralized autonomous bicycle-sharing system

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.816498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3b3f7108-74be-4fbd-b116-4d74cc9d22d6 · outbound

This paper cites CityScope : An Urban Modeling and Simulation Platform.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain CityScope : An Urban Modeling and Simulation Platform

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.801613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0e83c292-4660-41d3-ba93-f6eaf1155b86 · outbound

This paper cites an unresolved cited work.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:31:45.785619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8f67ab41-72b8-4fe3-b1ae-fb82822d14c3 · outbound

This paper cites Poongodi, Mohit Malviya, Chahat Kumar, Mounir Hamdi, V.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Poongodi, Mohit Malviya, Chahat Kumar, Mounir Hamdi, V

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.770555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 33ba3813-54ea-424c-934c-1a16767efe2e · outbound

This paper cites MLPs are all you need for human activity recognition.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain MLPs are all you need for human activity recognition

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.756111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3ce5133c-f664-4ac0-b3ca-f8cc7c56fb7b · outbound

This paper cites Mode choice modeling for sustainable regional commuting using machine learning: A case study in gipuzkoa, spain.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Mode choice modeling for sustainable regional commuting using machine learning: A case study in gipuzkoa, spain

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.740649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 64d6b29d-66bc-40fa-97f5-796476f69ec6 · outbound

This paper cites Predicting mobility choice and community connectivity in latin america.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Predicting mobility choice and community connectivity in latin america

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.724566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 67932ad7-ae4b-4d2d-8502-a4900253053a · outbound

This paper cites Trip destination prediction based on a deep integration network by fusing multiple features from taxi trajectories.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Trip destination prediction based on a deep integration network by fusing multiple features from taxi trajectories

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.707778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5f89eb6f-b66f-45a4-a018-7c4a937a9c7c · outbound

This paper cites Modeling and generating human mobility trajectories using transformer with day encoding.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Modeling and generating human mobility trajectories using transformer with day encoding

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.689818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 264bac2d-c32b-4228-b935-e1762259694f · outbound

This paper cites T- GCN : A Temporal Graph Convolutional Network for Traffic Prediction.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain T- GCN : A Temporal Graph Convolutional Network for Traffic Prediction

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.672844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 98ba8b8a-d33d-43c8-b520-6251e9564827 · outbound

This paper cites Language Models are Few-Shot Learners.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Language Models are Few-Shot Learners

Reference 17

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Source-reported events for the cited work

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Observation dfa98228-3863-4b69-a7e8-a3b70b2d2952 · outbound

This paper cites Bernstein.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Bernstein

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.654894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 03192b0c-1214-48f2-b81a-2040a739a4e8 · outbound

This paper cites Lyfe Agents : Generative agents for low-cost real-time social interactions, 2023.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Lyfe Agents : Generative agents for low-cost real-time social interactions, 2023

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.637771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d89f8669-4e19-45d9-9374-53e33596c688 · outbound

This paper cites Humanized Agent-based Models : A Framework.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Humanized Agent-based Models : A Framework

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.621509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7ed96a07-3d22-414e-afcd-b8d185016b2e · outbound

This paper cites GSM-symbolic : Understanding the limitations of mathematical reasoning in large language models, 2024.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain GSM-symbolic : Understanding the limitations of mathematical reasoning in large language models, 2024

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.604442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6450cfea-a335-4fca-85d9-3498c8404630 · outbound

This paper cites u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.588741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 24ea48f8-7fcb-4a77-adde-feee247d9370 · outbound

This paper cites From Local to Global : A Graph RAG Approach to Query-Focused Summarization , April 2024.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain From Local to Global : A Graph RAG Approach to Query-Focused Summarization , April 2024

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.560638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0b398520-04d6-49a0-8456-fc72dc04f214 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Chain-of-thought prompting elicits reasoning in large language models

Reference 24

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Source-reported events for the cited work

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Observation 49526398-8b40-45d4-b676-8dff8080404a · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Tree of thoughts: Deliberate problem solving with large language models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T17:31:42.290506Z

Source-reported events for the cited work

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Observation 66594b27-efcd-403e-91dc-c43dbe21afd2 · outbound

This paper cites Intention, plans, and practical reason, 1987.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Intention, plans, and practical reason, 1987

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.415436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 707370dc-a1d3-4d53-b9cf-eeb54c2b36c5 · outbound

This paper cites A simple-to-use BDI architecture for agent-based modeling and simulation.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain A simple-to-use BDI architecture for agent-based modeling and simulation

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:45.203244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 965255b1-72c4-4ca1-8938-8bb19388646b · outbound

This paper cites Enhancing NetLogo to simulate BDI communicating agents.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Enhancing NetLogo to simulate BDI communicating agents

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:44.916597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d45b5163-4c62-45f2-a425-44d7929d7e4b · outbound

This paper cites Open source strikes bread - new fluffy embeddings model, 2024.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Open source strikes bread - new fluffy embeddings model, 2024

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:44.689778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e098ec3d-ea53-421c-b711-2e3322f45298 · outbound

This paper cites Data to drive decisions about the built environment, 2025.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Data to drive decisions about the built environment, 2025

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:44.399169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 35285be1-de6b-410b-b8a5-c96701ac6c49 · outbound

This paper cites Qwen3 technical report, 2025.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Qwen3 technical report, 2025

Reference 31

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Source-reported events for the cited work

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Observation d58b72fc-d47c-4ac9-bfe8-796f3936c4b7 · outbound

This paper cites Scikit-learn: Machine learning in python.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Scikit-learn: Machine learning in python

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:44.079461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 825e7dad-94f8-485c-8dce-0f8efb9e0ee5 · outbound

This paper cites Xgboost: A scalable tree boosting system.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain Xgboost: A scalable tree boosting system

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:43.744947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5f9f9f5a-5976-4942-86f8-67312c1ecfcc · outbound

This paper cites A survey on deep learning for human mobility.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain A survey on deep learning for human mobility

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:43.637215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c67670c9-c9ec-4028-8664-7d850a7c8789 · outbound

This paper cites A technical guide to safegraph places data, 2025.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain A technical guide to safegraph places data, 2025

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:43.467728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5c1c8147-8bce-43f5-bca4-bb23d8a4eb6b · outbound

This paper cites On the limits of agency in agent-based models, 2024.

Graph RAG as Human Choice Model: Building a Data-Driven Mobility Agent with Preference Chain On the limits of agency in agent-based models, 2024

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:31:43.293090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

No inbound Pith citation observations are available.