Paper Citation Record · LEDGER

Large Language Model based Interactive Decision-Making for Autonomous Driving

As of 7 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2604.23513.

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

pith.paper-citation-record.v1
2604.23513 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T06:21:46.442955Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

39 of 39 outbound references displayed

verified exact1
verified fuzzy35
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 77847515-918c-4b99-8c24-42005dc1e21f · outbound

This paper cites an unresolved cited work.

Large Language Model based Interactive Decision-Making for Autonomous Driving Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-26T18:58:14.593010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5c4230b2-d614-47c7-9c25-01b5227eec9f · outbound

This paper cites (in Chinese).

Large Language Model based Interactive Decision-Making for Autonomous Driving (in Chinese)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.570455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 97d13e88-9a7a-4f78-9989-e584f1806003 · outbound

This paper cites MIT Press, Cambridge, MA.

Large Language Model based Interactive Decision-Making for Autonomous Driving MIT Press, Cambridge, MA

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.589123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 93315188-da7a-4f5b-b75e-9721b281441b · outbound

This paper cites an unresolved cited work.

Large Language Model based Interactive Decision-Making for Autonomous Driving Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-26T18:58:14.581491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f695f85e-f2e9-4ee8-9601-fddb8177bb21 · outbound

This paper cites Receive, Reason, and React: Drive as You Say, With Large Language Models in Autonomous Vehicles.

Large Language Model based Interactive Decision-Making for Autonomous Driving Receive, Reason, and React: Drive as You Say, With Large Language Models in Autonomous Vehicles

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.574123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6a7e98db-3376-4f3a-8266-3663f3e9220a · outbound

This paper cites Light-Based External Human Machine Interface: Color Evaluation for Self-Driving Vehicle and Pedestrian Interaction.

Large Language Model based Interactive Decision-Making for Autonomous Driving Light-Based External Human Machine Interface: Color Evaluation for Self-Driving Vehicle and Pedestrian Interaction

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.578086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 87e4d00c-6046-4a26-81d8-bb9df710c384 · outbound

This paper cites External HMI for Automated Vehicles: Adding a Communication Perspective for all Road Users.

Large Language Model based Interactive Decision-Making for Autonomous Driving External HMI for Automated Vehicles: Adding a Communication Perspective for all Road Users

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.562337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8987e629-7037-49b8-8461-417b87115dde · outbound

This paper cites Decision making for connected automated vehicles at urban intersections considering social and individual benefits.

Large Language Model based Interactive Decision-Making for Autonomous Driving Decision making for connected automated vehicles at urban intersections considering social and individual benefits

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.585416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ea89e320-34cb-4da5-86ff-621778f1d1dc · outbound

This paper cites Literature review of driving risk identification research based on bibliometric analysis.

Large Language Model based Interactive Decision-Making for Autonomous Driving Literature review of driving risk identification research based on bibliometric analysis

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.566661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5adac7aa-7ea0-4ad8-9434-5dd4bcc9d6c2 · outbound

This paper cites A survey of decision- making and planning methods for self-driving vehicles.

Large Language Model based Interactive Decision-Making for Autonomous Driving A survey of decision- making and planning methods for self-driving vehicles

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.476513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation feb1cc5e-8a5d-4d65-8041-ed9b252a2c8f · outbound

This paper cites Hierarchical and game-theoretic decision-making for connected and automated vehicles in overtaking scenarios.

Large Language Model based Interactive Decision-Making for Autonomous Driving Hierarchical and game-theoretic decision-making for connected and automated vehicles in overtaking scenarios

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.480276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b58f0fcb-0a72-4696-97c6-dec8b03e141b · outbound

This paper cites General lane-changing model MOBIL for car-following models.Transportation Research Record1999(1), 86–94.

Large Language Model based Interactive Decision-Making for Autonomous Driving General lane-changing model MOBIL for car-following models.Transportation Research Record1999(1), 86–94

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.484080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1727af06-73e2-4ad2-bf99-01deea43edb1 · outbound

This paper cites Human-Machine Interaction in Driving Assistant Systems for Semi-Autonomous Driving Vehicles.

Large Language Model based Interactive Decision-Making for Autonomous Driving Human-Machine Interaction in Driving Assistant Systems for Semi-Autonomous Driving Vehicles

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.534011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 45401fb7-20a9-4ccd-adf8-dbdd590d3037 · outbound

This paper cites Cooperative decision-making for cavs at unsignalized intersections: A marl approach with attention and hierarchical game priors.

Large Language Model based Interactive Decision-Making for Autonomous Driving Cooperative decision-making for cavs at unsignalized intersections: A marl approach with attention and hierarchical game priors

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.503420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c08bc353-2b20-4524-a875-b7a5d5d88f05 · outbound

This paper cites A three-level game-theoretic decision-making framework for autonomous vehicles.

Large Language Model based Interactive Decision-Making for Autonomous Driving A three-level game-theoretic decision-making framework for autonomous vehicles

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.542374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3d38d81c-b0df-48f9-8f86-8e5e30b03809 · outbound

This paper cites A Game- Theoretic Approach on Conflict Resolution of Autonomous Vehicles at Unsignalized Intersections.

Large Language Model based Interactive Decision-Making for Autonomous Driving A Game- Theoretic Approach on Conflict Resolution of Autonomous Vehicles at Unsignalized Intersections

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.452867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 60cb6b94-e02a-41cf-9779-4377553b4e02 · outbound

This paper cites Conditional logit analysis of qualitative choice behavior.

Large Language Model based Interactive Decision-Making for Autonomous Driving Conditional logit analysis of qualitative choice behavior

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.510563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8b9e1a17-6b05-46ca-94c0-e80f1217cd88 · outbound

This paper cites Modelling behavioural interactions of drivers in mixed traffic conditions.

Large Language Model based Interactive Decision-Making for Autonomous Driving Modelling behavioural interactions of drivers in mixed traffic conditions

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.472942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9430760a-7b92-4c1e-b1d3-7ee157d78e71 · outbound

This paper cites Analysis of Autonomous Vehicles' Interaction Strategy in Unprotected Turn Scenarios.

Large Language Model based Interactive Decision-Making for Autonomous Driving Analysis of Autonomous Vehicles' Interaction Strategy in Unprotected Turn Scenarios

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.506851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 301f426f-30f5-4b53-9967-301fde659110 · outbound

This paper cites Systematic literature review on the applications, impacts, and public perceptions of autonomous vehicles in road transportation system.

Large Language Model based Interactive Decision-Making for Autonomous Driving Systematic literature review on the applications, impacts, and public perceptions of autonomous vehicles in road transportation system

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.515334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a8813350-e833-4df0-b1e9-757d20a3afd6 · outbound

This paper cites A review for autonomous vehicles technologies.

Large Language Model based Interactive Decision-Making for Autonomous Driving A review for autonomous vehicles technologies

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.530534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d46e1099-386d-4ab0-851e-88ea24b6b23e · outbound

This paper cites End-to-end autonomous driving through dueling double deep Q-network.

Large Language Model based Interactive Decision-Making for Autonomous Driving End-to-end autonomous driving through dueling double deep Q-network

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.526557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5f91c663-2602-4d82-bf4a-e4c4bd4df6e2 · outbound

This paper cites Helping Au- tomated Vehicles With Left-Turn Maneuvers: A Game Theory-Based Decision Framework for Conflicting Maneuvers at Intersections.

Large Language Model based Interactive Decision-Making for Autonomous Driving Helping Au- tomated Vehicles With Left-Turn Maneuvers: A Game Theory-Based Decision Framework for Conflicting Maneuvers at Intersections

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.481816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 423b44d7-47fd-4981-9643-af8a5ae0dd6e · outbound

This paper cites Social behavior for autonomous vehicles.

Large Language Model based Interactive Decision-Making for Autonomous Driving Social behavior for autonomous vehicles

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.546854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9571ce32-317d-4fc3-974e-82812e816fd1 · outbound

This paper cites A Game Theory-Based Approach for Modeling Autonomous Vehicle Behavior in Congested, Urban Lane-Changing Scenarios.

Large Language Model based Interactive Decision-Making for Autonomous Driving A Game Theory-Based Approach for Modeling Autonomous Vehicle Behavior in Congested, Urban Lane-Changing Scenarios

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.523023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f8cef8e2-a87a-4b70-ba59-70acfa72a271 · outbound

This paper cites Development and Application of a Public Service Platform for Autonomous Driving Testing.

Large Language Model based Interactive Decision-Making for Autonomous Driving Development and Application of a Public Service Platform for Autonomous Driving Testing

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.519151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bb8688da-a9f7-4035-9ae1-cc4b0793f687 · outbound

This paper cites Game theoretic modeling of vehicle interactions at unsignalized intersections and application to autonomous vehicle control.

Large Language Model based Interactive Decision-Making for Autonomous Driving Game theoretic modeling of vehicle interactions at unsignalized intersections and application to autonomous vehicle control

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.506313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 48a4fb51-efeb-4218-9bf2-271a4d19017a · outbound

This paper cites an unresolved cited work.

Large Language Model based Interactive Decision-Making for Autonomous Driving Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-05-26T18:58:14.558676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 732db9ae-ddf2-4665-a085-59289ed15ad8 · outbound

This paper cites Transportation Research Part C: Emerging Technologies 159, 104476.

Large Language Model based Interactive Decision-Making for Autonomous Driving Transportation Research Part C: Emerging Technologies 159, 104476

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.460711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a5dd3dc1-bc4e-43db-a750-31d21944f340 · outbound

This paper cites Integrated driving behavior modeling.Transportation Research Part C: Emerging Tech- nologies15(2), 96–112.

Large Language Model based Interactive Decision-Making for Autonomous Driving Integrated driving behavior modeling.Transportation Research Part C: Emerging Tech- nologies15(2), 96–112

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.464310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ef6995a4-9761-47b3-b47c-1affee85d147 · outbound

This paper cites Competitive and coop- erative behaviour analysis of connected and autonomous vehicles across unsignalised intersections: A game-theoretic approach.

Large Language Model based Interactive Decision-Making for Autonomous Driving Competitive and coop- erative behaviour analysis of connected and autonomous vehicles across unsignalised intersections: A game-theoretic approach

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.487466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cf83aebd-17c1-48f6-9eca-54d2f9442f0f · outbound

This paper cites A comprehensive survey on cooperative perception in autonomous driving: A survey and a taxonomy of methods.

Large Language Model based Interactive Decision-Making for Autonomous Driving A comprehensive survey on cooperative perception in autonomous driving: A survey and a taxonomy of methods

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.554387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dddf2c25-5f87-4c44-92f3-71a8b4656752 · outbound

This paper cites Cooperative driving at unsignal- ized intersections using tree search.

Large Language Model based Interactive Decision-Making for Autonomous Driving Cooperative driving at unsignal- ized intersections using tree search

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.538115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 08ef17c6-ae89-4584-ada7-c4d09f91cc6d · outbound

This paper cites DriveGPT4: Interpretable End-to-End Autonomous Driving Via Large Language Model.

Large Language Model based Interactive Decision-Making for Autonomous Driving DriveGPT4: Interpretable End-to-End Autonomous Driving Via Large Language Model

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.449342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f21e7d85-b4f8-447e-9cae-71752aa5699b · outbound

This paper cites Mitigating Urban Congestion: A Cooperative Reservation Framework for Automated Vehicles.

Large Language Model based Interactive Decision-Making for Autonomous Driving Mitigating Urban Congestion: A Cooperative Reservation Framework for Automated Vehicles

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.550541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 37a89d79-fe2d-4a5f-8e99-f5171b191807 · outbound

This paper cites LLM4Drive: A Survey of Large Language Models for Autonomous Driving.

Large Language Model based Interactive Decision-Making for Autonomous Driving LLM4Drive: A Survey of Large Language Models for Autonomous Driving

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:11:20.437056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 18a7b8e5-6750-4b60-933b-0da57f78fa97 · outbound

This paper cites Application Research of Interaction Design in Human- Machine Interface of Automobile.

Large Language Model based Interactive Decision-Making for Autonomous Driving Application Research of Interaction Design in Human- Machine Interface of Automobile

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.498826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1b9df1b8-0271-4de6-b896-631a82aa1963 · outbound

This paper cites Human-Machine Interaction for Au- tonomous Vehicles: A Review.

Large Language Model based Interactive Decision-Making for Autonomous Driving Human-Machine Interaction for Au- tonomous Vehicles: A Review

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.491437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 203b5f95-eb66-4743-ae67-7538f669d559 · outbound

This paper cites Human-like decision-making of autonomous vehicles in dynamic traffic scenarios.

Large Language Model based Interactive Decision-Making for Autonomous Driving Human-like decision-making of autonomous vehicles in dynamic traffic scenarios

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T18:58:14.499818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.