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Paper Citation Record · LEDGER

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

As of 23 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 1 inbound Pith citation observation for arXiv:2510.06717.

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

pith.paper-citation-record.v1
2510.06717 v2

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T11:13:25.037219Z

measured 70 of 70 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T13:21:51.059859Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T05:17:40.102925Z

Reference resolution

69 of 69 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved69
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4ed325d5-27e0-4bff-bf21-b0f742580b11 · outbound

This paper cites A survey of motion planning and control techniques for self-driving urban vehicles,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis A survey of motion planning and control techniques for self-driving urban vehicles,

Reference 1

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Observation ac188b6e-9b84-449a-9ef4-263cd5834290 · outbound

This paper cites Safe reinforcement learning for autonomous lane changing using set-based prediction,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Safe reinforcement learning for autonomous lane changing using set-based prediction,

Reference 2

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Observation 2504de10-3b04-40e9-a846-4cabfec0b94f · outbound

This paper cites A survey on multimodal large language models for autonomous driving,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis A survey on multimodal large language models for autonomous driving,

Reference 3

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Observation f050fadc-8ffa-45f0-8369-b0c164da5d6b · outbound

This paper cites A survey on large language model based autonomous agents,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis A survey on large language model based autonomous agents,

Reference 4

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Observation 00ca5bae-fa37-4b3d-b12f-4692243471f9 · outbound

This paper cites SurrealDriver: Designing LLM-powered generative driver agent framework based on human drivers’ driving-thinking data,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis SurrealDriver: Designing LLM-powered generative driver agent framework based on human drivers’ driving-thinking data,

Reference 5

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Observation f17c763d-2a5f-4c90-9717-50ac125959a7 · outbound

This paper cites Driving with regulation: Interpretable decision-making for autonomous vehicles with retrieval-augmented reasoning via LLM,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Driving with regulation: Interpretable decision-making for autonomous vehicles with retrieval-augmented reasoning via LLM,

Reference 6

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Observation b55250b0-1c32-482d-9cf0-1558c791b8a0 · outbound

This paper cites DiLu: A knowledge-driven approach to autonomous driving with large language models,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis DiLu: A knowledge-driven approach to autonomous driving with large language models,

Reference 7

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Observation df1b778f-b99e-4bda-ba4f-0d25b7114b24 · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Reflexion: Language agents with verbal reinforcement learning,

Reference 8

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Observation badadd5e-14d1-426c-85ad-26073a3a6094 · outbound

This paper cites KoMa: Knowledge-driven multi-agent framework for autonomous driving with large language models,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis KoMa: Knowledge-driven multi-agent framework for autonomous driving with large language models,

Reference 9

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source=pdf_text observed=2026-08-04T11:13:09.532103Z digest=sha256:028fda52bb14cbdc32927e2d4959d1bc4bdd7cff766cef3b96ec07d7865c8ab4

Observation 31103039-6d3c-4723-b375-141d1199142c · outbound

This paper cites SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models

Reference 10

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Observation 8b3412fe-f4a1-42fb-9d24-51b01d95eaf3 · outbound

This paper cites Large Language Model guided Deep Reinforcement Learning for Decision Making in Autonomous Driving.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Large Language Model guided Deep Reinforcement Learning for Decision Making in Autonomous Driving

Reference 11

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

This paper cites PADriver: Towards Personalized Autonomous Driving.

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

Reference 12

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source=pdf_text observed=2026-08-04T11:13:09.870816Z digest=sha256:416ee1d991fab5831370bfe35b2bbd5f6affa0382d2168c9c923deabb04daccf

Observation eee7126d-5339-4da4-9913-349d3e5b010d · outbound

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

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis DriveMLM: Aligning multi-modal large language models with behavioral planning states for autonomous driving,

Reference 13

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source=pdf_text observed=2026-08-04T11:13:10.048267Z digest=sha256:a96eb28d12254d126fa7c039b3c034b594af7c9fdc1d88adf2866e8e83c28371

Observation e7bef602-145d-4996-810b-82add202421b · outbound

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

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis GPT-Driver: Learning to Drive with GPT

Reference 14

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source=pdf_text observed=2026-08-04T11:13:10.337934Z digest=sha256:cfe7a64bb496ed24fffdc31c07e97f3f9871b69f6106e76309ef0cfe0858c41f

Observation 6d03ac03-aea6-45f6-8fc8-4c223beb8c09 · outbound

This paper cites DriveLM: Driving with graph visual question answering,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis DriveLM: Driving with graph visual question answering,

Reference 15

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source=pdf_text observed=2026-08-04T11:13:17.647267Z digest=sha256:5adf29de717a7d5b6427c58c2fc073fd9b1f671f0d971a244db09e335fc798dd

Observation 78dcef32-e5b3-4912-a9c3-3e0eb03d240b · outbound

This paper cites LMDrive: Closed-loop end-to-end driving with large language models,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis LMDrive: Closed-loop end-to-end driving with large language models,

Reference 16

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source=pdf_text observed=2026-08-04T11:13:18.714757Z digest=sha256:892c595f3f6aca41ecd3504293bbfeccff496d252ae4b6b68299997ad816fe97

Observation 783251e7-9234-455f-b50e-19312c9cc7b6 · outbound

This paper cites DrPlanner: Diagnosis and repair of motion planners for automated vehicles using large language models,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis DrPlanner: Diagnosis and repair of motion planners for automated vehicles using large language models,

Reference 17

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source=pdf_text observed=2026-08-04T11:13:18.787917Z digest=sha256:a0e38b95bd9bf5f61a6051b88e526267e79f257a7c9d25d7d9755279675a9b90

Observation 95964437-27b0-419b-901b-bbcdb4e189b6 · outbound

This paper cites Enhancing autonomous driving systems with on-board deployed large language models,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Enhancing autonomous driving systems with on-board deployed large language models,

Reference 18

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Observation 42770307-bafe-4600-937f-9168bd6b8d51 · outbound

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

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 19

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Observation 2441212a-db1e-4385-b2e2-12a916fbcfb4 · outbound

This paper cites Personalized autonomous driving with large language models: Field experiments,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Personalized autonomous driving with large language models: Field experiments,

Reference 20

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Observation ee7131c3-eee5-4372-87a2-49ceee3a2a1c · outbound

This paper cites Driving with LLMs: Fusing object- level vector modality for explainable autonomous driving,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Driving with LLMs: Fusing object- level vector modality for explainable autonomous driving,

Reference 21

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source=pdf_text observed=2026-08-04T11:13:19.147672Z digest=sha256:4628043b18d2e426bf316fba5351a5800a974fa52ca922dbd357a67617bca217

Observation b9d64da3-081d-411a-9dbf-bea24b1f9b50 · outbound

This paper cites DriveGPT4: Interpretable end-to-end autonomous driving via large language model,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis DriveGPT4: Interpretable end-to-end autonomous driving via large language model,

Reference 22

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source=pdf_text observed=2026-08-04T11:13:19.259137Z digest=sha256:c37099adac3d4cb8c62489c4dc2a43f8bb9236bc50fd3ec711ef537018927ce0

Observation 13bc246f-c18d-4240-b122-604bc82e4f93 · outbound

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

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Drive as you speak: En- abling human-like interaction with large language models in autonomous vehicles,

Reference 23

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source=pdf_text observed=2026-08-04T11:13:19.402713Z digest=sha256:a887b021beba49bb7d9f940e9247abed2e8208b392ffd5cef228f2d972cd385d

Observation 7453ec29-2bad-44a6-9481-ed5dbe850428 · outbound

This paper cites Traffic regulation-aware path planning with regulation databases and vision-language models,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Traffic regulation-aware path planning with regulation databases and vision-language models,

Reference 24

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source=pdf_text observed=2026-08-04T11:13:19.488370Z digest=sha256:202c107dcd800945cd11e01a9041f0b20bc92e7adbf7cfcece976989f073bb44

Observation 8534a76b-fd96-45e0-b7d5-11f56b22910d · outbound

This paper cites EMMA: End-to-End Multimodal Model for Autonomous Driving.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis EMMA: End-to-End Multimodal Model for Autonomous Driving

Reference 25

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source=pdf_text observed=2026-08-04T11:13:19.571065Z digest=sha256:ecdb62d658a36ac9a305d9f9434c3194e3824580db8661f5cc2d7023e8879650

Observation 7e95ec64-6bb2-4c37-ae3e-d1fb26d0f41c · outbound

This paper cites Formal methods to comply with rules of the road in autonomous driving: State of the art and grand challenges,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Formal methods to comply with rules of the road in autonomous driving: State of the art and grand challenges,

Reference 26

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source=pdf_text observed=2026-08-04T11:13:19.672196Z digest=sha256:2f026388f841f2a683aeeccb652ff2c9f0647bc91152f111a4b26044ba51309e

Observation c87fcab6-02b5-4ee5-96f4-212951bdf478 · outbound

This paper cites Online verification of automated road vehicles using reachability analysis,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Online verification of automated road vehicles using reachability analysis,

Reference 27

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source=pdf_text observed=2026-08-04T11:13:19.759426Z digest=sha256:a8152e42d000045e574a021ed7c8798ba50feb21f7a64fd51121294a458c3d20

Observation c97f114e-d0cd-42d6-b102-e20ec5cc6da3 · outbound

This paper cites Using online verification to prevent autonomous vehicles from causing accidents,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Using online verification to prevent autonomous vehicles from causing accidents,

Reference 28

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source=pdf_text observed=2026-08-04T11:13:19.917199Z digest=sha256:f22cd50f592dd44f09ea8fcde9315cb88b0e34d34fc682edffe42653dce85e26

Observation 3dd7b3d2-601e-4248-9b33-ea1864949b27 · outbound

This paper cites Reachability-based decision-making for autonomous driving: Theory and experiments,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Reachability-based decision-making for autonomous driving: Theory and experiments,

Reference 29

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source=pdf_text observed=2026-08-04T11:13:20.036782Z digest=sha256:82e1911613c4275fc9351fde24de13bebe68740a343dd0d86d6a9ff1fd8269b1

Observation 882ddb7a-aab0-46b5-b8e6-931a9af783f7 · outbound

This paper cites No more traffic tickets: A tutorial to ensure traffic-rule compliance of automated vehicles,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis No more traffic tickets: A tutorial to ensure traffic-rule compliance of automated vehicles,

Reference 30

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Observation 2d8c0cbe-0951-4eeb-b0fd-a842e2a9c5af · outbound

This paper cites Specifying safety of autonomous vehicles in signal temporal logic,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Specifying safety of autonomous vehicles in signal temporal logic,

Reference 31

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Observation 838e5b91-59ae-492a-b9fa-7c429d27722b · outbound

This paper cites Encoding and monitoring responsi- bility sensitive safety rules for automated vehicles in signal temporal logic,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Encoding and monitoring responsi- bility sensitive safety rules for automated vehicles in signal temporal logic,

Reference 32

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source=pdf_text observed=2026-08-04T11:13:20.445808Z digest=sha256:0305f09da90b5746e3982c10ea5e90e7206e8a22eb9223139b6ab814c922d35e

Observation c96181ec-f4c9-4d43-867c-890996b9bc60 · outbound

This paper cites Formalizing traffic rules for machine interpretability,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Formalizing traffic rules for machine interpretability,

Reference 33

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Observation 34ea963a-db9c-48bf-bfed-a6f6ff33b52f · outbound

This paper cites Formal- ization of interstate traffic rules in temporal logic,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Formal- ization of interstate traffic rules in temporal logic,

Reference 34

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source=pdf_text observed=2026-08-04T11:13:20.636352Z digest=sha256:ad9347ad463d39b764cdfbf7b5fcc88d63183b34da0f4c09493f1cc8174aea3c

Observation 3fe59cc5-a881-4eff-af49-5e3b4ea67e4c · outbound

This paper cites Formalization of intersection traffic rules in temporal logic,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Formalization of intersection traffic rules in temporal logic,

Reference 35

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source=pdf_text observed=2026-08-04T11:13:20.726990Z digest=sha256:bfcf21a640b9c5f4f4b129c184ee3a03f15132da65f4b02183032730f76ca03a

Observation aa46d846-f06d-4f82-b4cc-f884705ab3aa · outbound

This paper cites Interpretable safety validation for autonomous vehicles,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Interpretable safety validation for autonomous vehicles,

Reference 36

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Observation 2fd3d5f4-7f83-45f6-9d19-752d62114ec8 · outbound

This paper cites Autonomous vehicle decision-making and monitoring based on signal temporal logic and mixed-integer programming,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Autonomous vehicle decision-making and monitoring based on signal temporal logic and mixed-integer programming,

Reference 37

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Observation 34a5a9a0-19fe-48da-a84a-44ae407368a4 · outbound

This paper cites Synthesizing traffic scenarios from formal specifications for testing automated vehicles,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Synthesizing traffic scenarios from formal specifications for testing automated vehicles,

Reference 38

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Observation e66e0e99-0e3b-4a97-95bd-cc62d4294d85 · outbound

This paper cites Motion planning with temporal-logic spec- ifications: Progress and challenges,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Motion planning with temporal-logic spec- ifications: Progress and challenges,

Reference 39

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source=pdf_text observed=2026-08-04T11:13:21.267662Z digest=sha256:d6362486db270c6669667c593d8fc5c916acf02bcf8e5628690c624181f372e7

Observation 439ad213-f55a-46d0-8806-a488622f5fd2 · outbound

This paper cites Traffic-rule-compliant trajec- tory repair via satisfiability modulo theories and reachability analysis,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Traffic-rule-compliant trajec- tory repair via satisfiability modulo theories and reachability analysis,

Reference 40

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Observation 9381aa4e-1b60-4b86-9801-bfc097a1343f · outbound

This paper cites Specification-compliant driving corridors for motion planning of automated vehicles,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Specification-compliant driving corridors for motion planning of automated vehicles,

Reference 41

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Observation bf1120f5-b825-4256-857c-018632b57e15 · outbound

This paper cites Specification-compliant reachability analysis for autonomous vehicles using on-the-fly model checking,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Specification-compliant reachability analysis for autonomous vehicles using on-the-fly model checking,

Reference 42

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Observation 40915745-a82f-4df1-ba99-1493261c810f · outbound

This paper cites A formal methods approach to interpretable reinforcement learning for robotic planning,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis A formal methods approach to interpretable reinforcement learning for robotic planning,

Reference 43

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Observation 415c8206-ca61-4ee3-91a7-e97df0ca31fc · outbound

This paper cites Provable traffic rule compliance in safe reinforcement learning on the open sea,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Provable traffic rule compliance in safe reinforcement learning on the open sea,

Reference 44

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Observation df14346d-798e-413b-adb3-a65317544344 · outbound

This paper cites Lanelets: Efficient map represen- tation for autonomous driving,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Lanelets: Efficient map represen- tation for autonomous driving,

Reference 45

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source=pdf_text observed=2026-08-04T11:13:22.379840Z digest=sha256:8677d3f6b70f1a31115bab47c708b0b325593b7d9a9a00ed1031ec683bec250d

Observation 5662bed3-d403-4635-8d05-e871368db0ee · outbound

This paper cites Robust and efficient curvilinear coordi- nate transformation with guaranteed map coverage for motion planning,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Robust and efficient curvilinear coordi- nate transformation with guaranteed map coverage for motion planning,

Reference 46

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source=pdf_text observed=2026-08-04T11:13:22.490323Z digest=sha256:5936385e583fd262ea775f47f71ac21caf5ab26406a1675325b919b4ddae944d

Observation 7d538d20-c0b1-4ce9-ab29-8f47972dbf20 · outbound

This paper cites Linear temporal logic and linear dynamic logic on finite traces.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Linear temporal logic and linear dynamic logic on finite traces

Reference 47

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source=pdf_text observed=2026-08-04T11:13:22.674750Z digest=sha256:43218dc90b7e3db56d610280039a23b3d3fec6071c5cbbe7548922ba02160a63

Observation e8d0f9d6-2bd8-43dd-95e6-9425e3910b10 · outbound

This paper cites Baier and J.-P.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Baier and J.-P

Reference 48

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source=pdf_text observed=2026-08-04T11:13:22.741352Z digest=sha256:74723ef84d0c2eae9f70936490ccf6c86bebbf1d2a52efc5c2215414a507488d

Observation 768f2add-4e6c-4ec7-9e61-94030f8a9ee8 · outbound

This paper cites The image computation problem in hybrid systems model checking,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis The image computation problem in hybrid systems model checking,

Reference 49

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source=pdf_text observed=2026-08-04T11:13:22.786546Z digest=sha256:a8e3388242d2633f691fab6b1a3cc4e3c3e21bc574ce6c4eede3eaed0683e864

Observation 05cbea91-cce9-43b1-892b-3f2eb01ec6fc · outbound

This paper cites Convention on road traffic,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Convention on road traffic,

Reference 50

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source=pdf_text observed=2026-08-04T11:13:22.897480Z digest=sha256:ffd39f838a0a1e27f33562a2e322572a706bb1dee1553d95c9701ea72eafd527

Observation 24d106ac-e6f7-4d8f-9bd4-6cd261f4d396 · outbound

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

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Learning transferable visual models from natural language supervision,

Reference 51

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source=pdf_text observed=2026-08-04T11:13:22.984597Z digest=sha256:3257a5b9ac8030ed06788bfa550c03395e915e463f81050c9264fa24da319a16

Observation fe98a5e1-1556-47dc-9cd2-6938a1577655 · outbound

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

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Chain-of-thought prompting elicits reasoning in large language models,

Reference 52

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source=pdf_text observed=2026-08-04T11:13:23.056637Z digest=sha256:0ce422ed0d5a6661bf77fd43e90a54c5e6132c298d2ff6bd9187ef8e44f391e1

Observation c902bd92-e2eb-46b0-a959-6bbcbbcb5758 · outbound

This paper cites Commonroad-RL: A con- figurable reinforcement learning environment for motion planning of autonomous vehicles,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Commonroad-RL: A con- figurable reinforcement learning environment for motion planning of autonomous vehicles,

Reference 53

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source=pdf_text observed=2026-08-04T11:13:23.164244Z digest=sha256:19d36e79a5b3cd5fa1e4d07303c1ed16685034daf847bc6a0ba464d332878eb6

Observation fb0d8c45-5096-46f2-93d3-02f5156abd01 · outbound

This paper cites CommonRoad-CriMe: A toolbox for criticality measures of autonomous vehicles,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis CommonRoad-CriMe: A toolbox for criticality measures of autonomous vehicles,

Reference 54

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Observation 6276aa2d-c223-4034-b410-f7515ae21e3e · outbound

This paper cites LoRA: Low-rank adaptation of large language models,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis LoRA: Low-rank adaptation of large language models,

Reference 55

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source=pdf_text observed=2026-08-04T11:13:23.474750Z digest=sha256:c4956a9615684d46c075d9250e2c8b4f426ec6b01328814b56ba6d73ccd521be

Observation ab38241b-4a1d-41c0-a809-e8bfb4192074 · outbound

This paper cites Spot 2.0 – a framework for LTL andω-automata manipulation,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Spot 2.0 – a framework for LTL andω-automata manipulation,

Reference 56

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Observation 5f86b79e-44a7-4593-8da4-d1aa6cab367e · outbound

This paper cites A survey on motion prediction and risk assessment for intelligent vehicles,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis A survey on motion prediction and risk assessment for intelligent vehicles,

Reference 57

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source=pdf_text observed=2026-08-04T11:13:23.619002Z digest=sha256:2b3213f4c6d6312b7b2c08eed7003936d209aff698d63defe66c1fded028ef9d

Observation 22f0ff0c-16d4-4858-acbf-9cb7dbbf62eb · outbound

This paper cites Set-based prediction of traffic participants considering occlusions and traffic rules,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Set-based prediction of traffic participants considering occlusions and traffic rules,

Reference 58

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source=pdf_text observed=2026-08-04T11:13:23.749099Z digest=sha256:f57f1eded318aa511183d8f7ad67335745ddcf4bee7a62d14cbc7aac63c431c1

Observation 51ea97ee-6e29-458e-821f-0bcfc09f9eed · outbound

This paper cites Efficient computation of invariably safe states for motion planning of self-driving vehicles,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Efficient computation of invariably safe states for motion planning of self-driving vehicles,

Reference 59

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source=pdf_text observed=2026-08-04T11:13:23.862774Z digest=sha256:a6f76231b392211d5b1ab2e07327a0047bff67a8284b81ef1007ecd2c59fee5f

Observation ae3b37a2-1c9b-4f40-87da-e5b15575ca7b · outbound

This paper cites CommonRoad: Composable benchmarks for motion planning on roads,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis CommonRoad: Composable benchmarks for motion planning on roads,

Reference 60

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source=pdf_text observed=2026-08-04T11:13:23.964756Z digest=sha256:2e2a1a1048a934e0e28f473e74c0fd2c78e729f61027712257e9eb19072394a2

Observation af071f74-a812-4ca7-8dbf-1f2e3b1a820c · outbound

This paper cites CommonRoad-Reach: A toolbox for reachability analysis of automated vehicles,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis CommonRoad-Reach: A toolbox for reachability analysis of automated vehicles,

Reference 61

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source=pdf_text observed=2026-08-04T11:13:24.039860Z digest=sha256:86548e8bb54cd31fd824b6ff8c8bd1530b6441c6b1c262dd5d1254250714d15d

Observation 1042f605-00c8-4f0c-9652-fa3c194526ef · outbound

This paper cites An environment for autonomous driving decision-making,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis An environment for autonomous driving decision-making,

Reference 62

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source=pdf_text observed=2026-08-04T11:13:24.122703Z digest=sha256:f77e691625000a9f600c9ba5d2039d7dc23dc35ec5c23805e5b72cfd58f3be85

Observation d05d5ede-32ef-4834-8c8b-aa0f47313316 · outbound

This paper cites GPT-4o System Card.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis GPT-4o System Card

Reference 63

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source=pdf_text observed=2026-08-04T11:13:24.299849Z digest=sha256:a3948ef733195bee2c9d114441f3077d24ff63dd0471010d08a6f9db290dbab9

Observation 7756bc1d-72f6-43e3-bc9e-2ac88d178c7f · outbound

This paper cites Qwen3 Technical Report.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Qwen3 Technical Report

Reference 64

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source=pdf_text observed=2026-08-04T11:13:24.459448Z digest=sha256:3faa9762dc387ac55754a801dd21c87bee88bcf42cf0c2ed4ce7da2f3910f4cb

Observation 51bd5b46-0a1b-4117-b919-6bc23692b85e · outbound

This paper cites The highD dataset: A drone dataset of naturalistic vehicle trajectories on German highways for validation of highly automated driving systems,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis The highD dataset: A drone dataset of naturalistic vehicle trajectories on German highways for validation of highly automated driving systems,

Reference 65

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source=pdf_text observed=2026-08-04T11:13:24.578405Z digest=sha256:044f1677fa5c51ef9d326047e71d9fbb57bed97b3ef2ab3112414c95c0ea590a

Observation e63ee4a0-b51a-4bd0-80a3-8e478af520b2 · outbound

This paper cites MONA: The Munich motion dataset of natural driving,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis MONA: The Munich motion dataset of natural driving,

Reference 66

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source=pdf_text observed=2026-08-04T11:13:24.761883Z digest=sha256:fadaab7dc55de100e59c735175c34f90887560597489b422d0ab71468be01ad0

Observation 6b4cf101-2931-4e5c-90c0-00ff021e8dab · outbound

This paper cites Rule-compliant trajectory repairing using satisfiability modulo theories,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Rule-compliant trajectory repairing using satisfiability modulo theories,

Reference 67

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source=pdf_text observed=2026-08-04T11:13:24.840038Z digest=sha256:702bdf87767e9197f598f04bd4e47479e7a00fb7744f0e70446e0be93698939e

Observation 0159fdda-d92f-4c35-9914-3e17960ac9d0 · outbound

This paper cites Sampling-based optimal trajectory generation for autonomous vehicles using reachable sets,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Sampling-based optimal trajectory generation for autonomous vehicles using reachable sets,

Reference 68

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source=pdf_text observed=2026-08-04T11:13:24.942211Z digest=sha256:ed7b6b30377bc59579d4bae02610250a757c7ce5855b2c26ab72a8639acbc1cf

Observation d9dd1b7e-a669-48f9-8960-c151a42d629f · outbound

This paper cites Model predictive robustness of signal temporal logic predicates,.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis Model predictive robustness of signal temporal logic predicates,

Reference 69

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source=pdf_text observed=2026-08-04T11:13:25.037219Z digest=sha256:7f16eeac237af6b2aadaac79988e786992e951d8f126f6001ac4f4d1e1ebadab

Pith citing papers

Observation c0711f9f-5dbb-49c1-b37e-1307bcd73c6d · inbound

Language-Driven Cost Optimization for Autonomous Driving cites this paper.

Language-Driven Cost Optimization for Autonomous Driving SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis

Reference 13

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arxiv_id, observed 2026-07-14T01:19:54.916492Z

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source=pdf_text observed=2026-06-27T13:21:51.059859Z digest=sha256:d562571b9b82ac86492fea0c55bd3759bd18c62fb2af0efb34a3b7451dd5654d