Paper Citation Record · LEDGER

PADriver: Towards Personalized Autonomous Driving

As of 19 August 2026, this Paper Citation Record lists 83 of 83 outbound references and 3 inbound Pith citation observations for arXiv:2505.05240.

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

pith.paper-citation-record.v1
2505.05240 v1

Coverage vector

measured 83 of 83 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:14:11.544087Z

measured 86 of 86 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T11:13:09.870816Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T20:16:33.991813Z

Reference resolution

83 of 83 outbound references displayed

verified exact0
verified fuzzy41
unresolved42
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4a86c20a-74f8-41b1-8310-4fedd8c96028 · outbound

This paper cites Adapt: Action-aware driving caption transformer.

PADriver: Towards Personalized Autonomous Driving Adapt: Action-aware driving caption transformer

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.224827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d29978ec-300a-468c-9236-b801e76f225c · outbound

This paper cites Drive as you speak: Enabling human-like interaction with large language models in autonomous vehicles.

PADriver: Towards Personalized Autonomous Driving Drive as you speak: Enabling human-like interaction with large language models in autonomous vehicles

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.229424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 945710a2-5b6a-4d9d-b2e2-11f145948dd1 · outbound

This paper cites LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving.

PADriver: Towards Personalized Autonomous Driving LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.234390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 327e45df-a0db-4d28-9e9d-62e3dcc93ed0 · outbound

This paper cites Driving with LLMs: Fusing Object-Level Vector Modality for Explainable Autonomous Driving.

PADriver: Towards Personalized Autonomous Driving Driving with LLMs: Fusing Object-Level Vector Modality for Explainable Autonomous Driving

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.239421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac78ee96-e6f7-48ae-89f4-3c872843540d · outbound

This paper cites Towards personalized autonomous driving: An emotion preference style adaptation framework.

PADriver: Towards Personalized Autonomous Driving Towards personalized autonomous driving: An emotion preference style adaptation framework

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.243750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8849bce3-b039-4dac-b167-4de3cc17ed64 · outbound

This paper cites Maveric: A data-driven approach to personalized autonomous driving.

PADriver: Towards Personalized Autonomous Driving Maveric: A data-driven approach to personalized autonomous driving

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.479124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2cd871f2-6378-416e-91c1-44ac625b3abb · outbound

This paper cites Neat: Neural attention fields for end-to- end autonomous driving.

PADriver: Towards Personalized Autonomous Driving Neat: Neural attention fields for end-to- end autonomous driving

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.465964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 23130550-86df-4478-9207-1be4d1a5b96d · outbound

This paper cites Multi-modal fusion transformer for end-to-end autonomous driving.

PADriver: Towards Personalized Autonomous Driving Multi-modal fusion transformer for end-to-end autonomous driving

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.453711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3dc2713b-fe10-440b-9433-5c71bbcc4c3e · outbound

This paper cites Trajectory-guided control prediction for end-to-end autonomous driving: A simple yet strong baseline.Adv.

PADriver: Towards Personalized Autonomous Driving Trajectory-guided control prediction for end-to-end autonomous driving: A simple yet strong baseline.Adv

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.441779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7ac2d191-85a3-4618-af27-e3819e5ce8b8 · outbound

This paper cites Planning-oriented autonomous driving.

PADriver: Towards Personalized Autonomous Driving Planning-oriented autonomous driving

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.428475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation eaee3659-1e65-4966-a649-e5fdb2a8e65e · outbound

This paper cites Gpt-4 technical report.

PADriver: Towards Personalized Autonomous Driving Gpt-4 technical report

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.416428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 179ec152-5060-448e-b803-a32fa865cf29 · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.274397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8558c9e1-b3a9-481a-9a91-82b94e702fc6 · outbound

This paper cites Drive Like a Human: Rethinking Autonomous Driving with Large Language Models.

PADriver: Towards Personalized Autonomous Driving Drive Like a Human: Rethinking Autonomous Driving with Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.278889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cc2ebd8-b834-4cf5-ae75-f7956a115a23 · outbound

This paper cites DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language Models.

PADriver: Towards Personalized Autonomous Driving DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.283002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0243da4b-ce03-4971-aa55-ed634bc6ba41 · outbound

This paper cites SurrealDriver: Designing LLM-powered Generative Driver Agent Framework based on Human Drivers' Driving-thinking Data.

PADriver: Towards Personalized Autonomous Driving SurrealDriver: Designing LLM-powered Generative Driver Agent Framework based on Human Drivers' Driving-thinking Data

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.287013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9c6b3f6-df84-47a6-a21e-fb6d16a11558 · outbound

This paper cites Learning transferable visual models from natural language supervision.

PADriver: Towards Personalized Autonomous Driving Learning transferable visual models from natural language supervision

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.396486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d507a297-7af4-47e2-9a77-1273f68a654a · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.294675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 773f327c-3e75-4ff9-aac4-614fa8c037d4 · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

PADriver: Towards Personalized Autonomous Driving Flamingo: a visual language model for few-shot learning

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.376484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2423a1b2-f18a-4185-bd5d-8b5978615b42 · outbound

This paper cites Visual instruction tuning, 2023.

PADriver: Towards Personalized Autonomous Driving Visual instruction tuning, 2023

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.302355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed4ad896-fe8d-4d32-9d0f-22de910ae985 · outbound

This paper cites Improved baselines with visual instruction tuning, 2023.

PADriver: Towards Personalized Autonomous Driving Improved baselines with visual instruction tuning, 2023

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.305851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84003685-dfa8-4525-a47d-6e6766f051d2 · outbound

This paper cites Gpt-4v(ision) system card.

PADriver: Towards Personalized Autonomous Driving Gpt-4v(ision) system card

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.351632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1eba5db8-54d3-4edf-8dcb-7eabf539808b · outbound

This paper cites Drivemlm: Aligning multi-modal large language models with behavioral planning states for autonomous driving.

PADriver: Towards Personalized Autonomous Driving Drivemlm: Aligning multi-modal large language models with behavioral planning states for autonomous driving

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.313644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bd3ea17-ffe6-4977-9d83-f7c8e0621128 · outbound

This paper cites LMDrive: Closed-Loop End-to-End Driving with Large Language Models.

PADriver: Towards Personalized Autonomous Driving LMDrive: Closed-Loop End-to-End Driving with Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.317310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cde6eff1-90e7-4226-a997-7f684fc457c5 · outbound

This paper cites Driving into the Future: Multiview Visual Forecasting and Planning with World Model for Autonomous Driving.

PADriver: Towards Personalized Autonomous Driving Driving into the Future: Multiview Visual Forecasting and Planning with World Model for Autonomous Driving

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.321063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddd7ae89-a80d-4b68-a452-d50e76ccc4c9 · outbound

This paper cites An environment for autonomous driving decision-making.https://github.

PADriver: Towards Personalized Autonomous Driving An environment for autonomous driving decision-making.https://github

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.324845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f481f8e5-4fe5-43a5-83a5-82b8ff6c5689 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

PADriver: Towards Personalized Autonomous Driving LLaMA: Open and Efficient Foundation Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.328395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff3f005b-9223-4e54-9c1b-4de64fe74eab · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

PADriver: Towards Personalized Autonomous Driving Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.332176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b41e4e9d-9510-40a7-9a8c-118fb88eaea0 · outbound

This paper cites Adriver-i: A general world model for autonomous driving, 2023.

PADriver: Towards Personalized Autonomous Driving Adriver-i: A general world model for autonomous driving, 2023

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.333488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5206a071-1619-4c0a-8870-c27d0cdc65c5 · outbound

This paper cites A review of accelerometer sensor and gyroscope sensor in imu sensors on motion capture.J.

PADriver: Towards Personalized Autonomous Driving A review of accelerometer sensor and gyroscope sensor in imu sensors on motion capture.J

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.322200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 59fdb4bf-0e8d-49d5-a907-1dc625b24cea · outbound

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

PADriver: Towards Personalized Autonomous Driving Chain-of-thought prompting elicits reasoning in large language models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.342986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81c74179-be8c-402b-a78f-517856e11fdb · outbound

This paper cites GPT-Driver: Learning to Drive with GPT.

PADriver: Towards Personalized Autonomous Driving GPT-Driver: Learning to Drive with GPT

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.346678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b08c09a-778e-4d5b-a389-719519aeafe2 · outbound

This paper cites Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality.

PADriver: Towards Personalized Autonomous Driving Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.350793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58a423ab-e84f-4287-8a29-fff03187001a · outbound

This paper cites Instruction Tuning with GPT-4.

PADriver: Towards Personalized Autonomous Driving Instruction Tuning with GPT-4

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.354457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5399a42b-04ba-4f7f-90ce-e4ccde75f20c · outbound

This paper cites Co-Reyes, Rishabh Agarwal, Rebecca Roelofs, Yao Lu, Nico Montali, Paul Mougin, Zoey Yang, Brandyn White, Aleksandra Faust, Rowan McAllister, Dragomir Anguelov, and Benjamin Sapp.

PADriver: Towards Personalized Autonomous Driving Co-Reyes, Rishabh Agarwal, Rebecca Roelofs, Yao Lu, Nico Montali, Paul Mougin, Zoey Yang, Brandyn White, Aleksandra Faust, Rowan McAllister, Dragomir Anguelov, and Benjamin Sapp

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.296809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8d58debc-c59e-4bf0-8282-4e53f6063d3c · outbound

This paper cites Carla: An open urban driving simulator.

PADriver: Towards Personalized Autonomous Driving Carla: An open urban driving simulator

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.284756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ab35d708-2569-468d-9d71-534bc78a6002 · outbound

This paper cites St-p3: End-to-end vision-based autonomous driving via spatial-temporal feature learning.

PADriver: Towards Personalized Autonomous Driving St-p3: End-to-end vision-based autonomous driving via spatial-temporal feature learning

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.273628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d2a01412-cc77-4369-9e7a-f8b09caca85f · outbound

This paper cites Vad: Vectorized scene representation for efficient autonomous driving.

PADriver: Towards Personalized Autonomous Driving Vad: Vectorized scene representation for efficient autonomous driving

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.262398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b6925574-5358-40bf-9030-08732756e2c8 · outbound

This paper cites Think twice before driving: Towards scalable decoders for end-to-end autonomous driving.

PADriver: Towards Personalized Autonomous Driving Think twice before driving: Towards scalable decoders for end-to-end autonomous driving

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.250637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0b3cbfa6-6b89-451f-afbc-5ed5478f3b9d · outbound

This paper cites Palm: Scaling language modeling with pathways.

PADriver: Towards Personalized Autonomous Driving Palm: Scaling language modeling with pathways

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.378734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90df2ebd-5e72-4af5-9314-39a50cc1db7f · outbound

This paper cites Improving language understanding by generative pre-training.

PADriver: Towards Personalized Autonomous Driving Improving language understanding by generative pre-training

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.382088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee78ba71-6a79-40ee-9539-2e46d42742ed · outbound

This paper cites Language models are unsupervised multitask learners.

PADriver: Towards Personalized Autonomous Driving Language models are unsupervised multitask learners

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.385769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 068e149e-a96f-4bdc-a62a-7370044287a7 · outbound

This paper cites RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control.

PADriver: Towards Personalized Autonomous Driving RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.389529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd7f98d1-601b-4f77-b360-4bc539614f9e · outbound

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

PADriver: Towards Personalized Autonomous Driving DriveGPT4: Interpretable End-to-end Autonomous Driving via Large Language Model

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.393837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32005819-d024-433d-8a50-f771b25e350f · outbound

This paper cites Talk2BEV: Language-enhanced Bird's-eye View Maps for Autonomous Driving.

PADriver: Towards Personalized Autonomous Driving Talk2BEV: Language-enhanced Bird's-eye View Maps for Autonomous Driving

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.397320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e374fad-753b-400d-9172-0ed0f36ca224 · outbound

This paper cites LiDAR-LLM: Exploring the Potential of Large Language Models for 3D LiDAR Understanding.

PADriver: Towards Personalized Autonomous Driving LiDAR-LLM: Exploring the Potential of Large Language Models for 3D LiDAR Understanding

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.401299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e712ff2-d186-44fe-8066-8aa86f20761c · outbound

This paper cites Mtd-gpt: A multi-task decision- making gpt model for autonomous driving at unsignalized intersections.

PADriver: Towards Personalized Autonomous Driving Mtd-gpt: A multi-task decision- making gpt model for autonomous driving at unsignalized intersections

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.218296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8ba1068d-201b-4b9a-8ab9-2f0993bb9289 · outbound

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

PADriver: Towards Personalized Autonomous Driving Receive, Reason, and React: Drive as You Say with Large Language Models in Autonomous Vehicles

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:11.409019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7de5d2b1-3785-4ebf-b98c-a75c0e964315 · outbound

This paper cites You, the ’ego’ car, are now driving a car on a road.

PADriver: Towards Personalized Autonomous Driving You, the ’ego’ car, are now driving a car on a road

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.207199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 96abeb14-5138-4f89-bd30-73f9194d568a · outbound

This paper cites You, embodying the ’ego’ vehicle, are currently maneuvering a sleek sedan down a bustling city street.

PADriver: Towards Personalized Autonomous Driving You, embodying the ’ego’ vehicle, are currently maneuvering a sleek sedan down a bustling city street

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.196627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1a15ca92-6677-4e12-83a2-95c8c02bedeb · outbound

This paper cites As the ’ego’ car, you find yourself smoothly cruising along a winding country road, surrounded by nature.

PADriver: Towards Personalized Autonomous Driving As the ’ego’ car, you find yourself smoothly cruising along a winding country road, surrounded by nature

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.185857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d0d7034a-0455-416a-a143-669e49b9f1f6 · outbound

This paper cites You, operating as the ’ego’ car, are navigating through a densely packed highway with precision and care.

PADriver: Towards Personalized Autonomous Driving You, operating as the ’ego’ car, are navigating through a densely packed highway with precision and care

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.174922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1e22ac34-1190-431b-8b20-190be163cf84 · outbound

This paper cites In the role of the ’ego’ car, you are gently steering a family car down a quiet, suburban neighborhood street.

PADriver: Towards Personalized Autonomous Driving In the role of the ’ego’ car, you are gently steering a family car down a quiet, suburban neighborhood street

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.163353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 466a1da2-0e31-4fe2-bd35-ea4f0660274a · outbound

This paper cites You, the ’ego’ car, are currently threading through traffic in an urban setting, with skyscrapers towering above.

PADriver: Towards Personalized Autonomous Driving You, the ’ego’ car, are currently threading through traffic in an urban setting, with skyscrapers towering above

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.150838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9539d89b-3ef9-4044-9631-b1af91646c9c · outbound

This paper cites As the ’ego’ car, you’re driving a convertible along a picturesque coastal road, with the ocean breeze in your hair.

PADriver: Towards Personalized Autonomous Driving As the ’ego’ car, you’re driving a convertible along a picturesque coastal road, with the ocean breeze in your hair

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.139451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8efe69d0-c189-4091-a55b-14e6990d4143 · outbound

This paper cites You, in the capacity of the ’ego’ car, are maneuvering a compact vehicle through a maze of narrow, cobbled streets in an old town.

PADriver: Towards Personalized Autonomous Driving You, in the capacity of the ’ego’ car, are maneuvering a compact vehicle through a maze of narrow, cobbled streets in an old town

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.127743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bd250e58-9a3c-4d93-aa37-bf9fa90d201b · outbound

This paper cites You, the ’ego’ car, are now gliding along a deserted road that cuts through a vast, serene desert landscape.

PADriver: Towards Personalized Autonomous Driving You, the ’ego’ car, are now gliding along a deserted road that cuts through a vast, serene desert landscape

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.116215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9189934e-baa7-4e8f-bb06-6f3736323214 · outbound

This paper cites As the ’ego’ car, you find yourself at the helm of a rugged SUV , traversing a rough, mountainous terrain.

PADriver: Towards Personalized Autonomous Driving As the ’ego’ car, you find yourself at the helm of a rugged SUV , traversing a rough, mountainous terrain

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.104851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 18faf6b9-1ff6-4ed0-8594-ff962adbb339 · outbound

This paper cites In the role of the ’ego’ car, you’re piloting a luxury car down a glamorous, tree-lined boulevard in a posh neighborhood.

PADriver: Towards Personalized Autonomous Driving In the role of the ’ego’ car, you’re piloting a luxury car down a glamorous, tree-lined boulevard in a posh neighborhood

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:12.093293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b4dc4024-5873-4281-b58b-daead24f974c · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:14:12.081717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation da028c1c-7b78-4c8e-9a87-a2832bdfc7ab · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:14:12.068654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fc0f61f4-31ff-411a-a5c7-3edd3dfa96a3 · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:14:12.056632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c1dabe85-8bb7-4188-910c-943484b80ded · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:14:12.045725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f9334150-76dd-4a9a-b8cd-7ec7d9441cf6 · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:14:12.034700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c89b53f7-0127-4f16-bea6-512b80ec680a · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:14:12.023624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 11264383-ad34-4657-a722-4e60ed81d14b · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:14:12.012451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 780d07ed-3165-426e-b0eb-e760658b04e4 · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:14:12.001791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 84c3d010-725f-4486-b1ef-6c2c435b5bd4 · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:14:11.991023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d8d16a6d-1013-40eb-a7d3-038281675d95 · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:14:11.978580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 18caf6d5-0d01-4c22-a9ae-0b805df9a911 · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:14:11.967375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8884eeb0-0ed5-44ff-9075-43dd6691b551 · outbound

This paper cites If there is no safe distance, double-check the safety of the target lane.

PADriver: Towards Personalized Autonomous Driving If there is no safe distance, double-check the safety of the target lane

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:11.956127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 28c0ad37-e124-4dbe-97c5-f67e89559428 · outbound

This paper cites an unresolved cited work.

PADriver: Towards Personalized Autonomous Driving Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:14:11.945617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 80d536b3-6b1d-42cd-9880-c1bd7505b6f0 · outbound

This paper cites Please make decision for the 'ego' car.

PADriver: Towards Personalized Autonomous Driving Please make decision for the 'ego' car

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:11.935520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 24c7beca-2512-4dcb-8dda-dedf67546359 · outbound

This paper cites Please first describe the scene, then estimate the risk of each action.

PADriver: Towards Personalized Autonomous Driving Please first describe the scene, then estimate the risk of each action

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:11.924693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9a6b89da-a968-4e94-aadc-e1e93de09c35 · outbound

This paper cites Initially, provide a depiction of the scene, followed by an assessment of the risk associated with each possible action.

PADriver: Towards Personalized Autonomous Driving Initially, provide a depiction of the scene, followed by an assessment of the risk associated with each possible action

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:11.913450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5c66d917-aa0e-4ea8-b538-5bce83685648 · outbound

This paper cites Begin by detailing the scene, then proceed to evaluate the potential risk entailed by each action.

PADriver: Towards Personalized Autonomous Driving Begin by detailing the scene, then proceed to evaluate the potential risk entailed by each action

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:11.901760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6dd42604-9282-44a9-851c-939cd747432e · outbound

This paper cites First, portray the setting of the scenario, and subsequently, analyze the risk level of every action.

PADriver: Towards Personalized Autonomous Driving First, portray the setting of the scenario, and subsequently, analyze the risk level of every action

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:11.890102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 031e18db-f92d-45db-8620-a02c76460168 · outbound

This paper cites Start with a description of the scene, then move on to ascertain the risk involved in each specific action.

PADriver: Towards Personalized Autonomous Driving Start with a description of the scene, then move on to ascertain the risk involved in each specific action

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:11.879106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1974781c-cea1-423f-b5ae-19b898307386 · outbound

This paper cites Initially, paint a picture of the scene, then methodically gauge the risk each action carries.

PADriver: Towards Personalized Autonomous Driving Initially, paint a picture of the scene, then methodically gauge the risk each action carries

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:11.866643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1d540d7d-de8c-4544-b2f8-ed8e2471bbbf · outbound

This paper cites Commence by depicting the scene, and then proceed to estimate the risk factor for each action.

PADriver: Towards Personalized Autonomous Driving Commence by depicting the scene, and then proceed to estimate the risk factor for each action

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:11.854454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dba8fc88-65e1-4f3b-923b-2e1bde9c926b · outbound

This paper cites First, lay out the scene in detail, then evaluate the risk associated with each action taken.

PADriver: Towards Personalized Autonomous Driving First, lay out the scene in detail, then evaluate the risk associated with each action taken

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:11.843053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d1fd5fe4-2349-4566-9998-481f9f86ce40 · outbound

This paper cites Begin by giving a visual account of the scene, followed by a risk estimation for each action.

PADriver: Towards Personalized Autonomous Driving Begin by giving a visual account of the scene, followed by a risk estimation for each action

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:11.831643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d15804d5-5aaa-45fb-a142-e8dd7d9684c1 · outbound

This paper cites Start with a narrative of the scene, and then progress to determine the risk level of each possible action.

PADriver: Towards Personalized Autonomous Driving Start with a narrative of the scene, and then progress to determine the risk level of each possible action

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:11.820280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2c9ec14c-4b85-466c-8082-f616a4c2cbd7 · outbound

This paper cites Lead with a comprehensive description of the scene, then assess the risk implicated by each action.

PADriver: Towards Personalized Autonomous Driving Lead with a comprehensive description of the scene, then assess the risk implicated by each action

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:11.808573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 6d2e97c2-2dac-43dd-ab35-7a9def53b3b0 · inbound

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis cites this paper.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis PADriver: Towards Personalized Autonomous Driving

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T11:13:09.870816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3704d828-dca9-44c6-85f7-bf229f8c0e5c · inbound

Driving Like Yourself: A Benchmark for Closed-Loop Personalized End-to-End Autonomous Driving cites this paper.

Driving Like Yourself: A Benchmark for Closed-Loop Personalized End-to-End Autonomous Driving PADriver: Towards Personalized Autonomous Driving

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:16:33.994829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d8fb9416-5fd2-4fa0-b1ad-fadcf8c2b638 · inbound

Driving Like Yourself: A Benchmark for Closed-Loop Personalized End-to-End Autonomous Driving cites this paper.

Driving Like Yourself: A Benchmark for Closed-Loop Personalized End-to-End Autonomous Driving PADriver: Towards Personalized Autonomous Driving

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T21:56:01.400655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.