Paper Citation Record · LEDGER

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems

As of 14 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2507.20685.

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

pith.paper-citation-record.v1
2507.20685 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:24:59.389211Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

44 of 44 outbound references displayed

verified exact4
verified fuzzy13
unresolved22
parse uncertain0
malformed identifier3
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 63db2e44-2591-4d99-bde9-499ceaae411a · outbound

This paper cites Closing the Gaps: Complexity and Uncertainty in the Safety Assurance and Regulation of Automated Driving,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Closing the Gaps: Complexity and Uncertainty in the Safety Assurance and Regulation of Automated Driving,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:25:01.270449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b1a4db06-0966-4cdf-bd31-2097e87b54e4 · outbound

This paper cites Addressing Uncertainty in the Safety Assurance of Machine-Learning,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Addressing Uncertainty in the Safety Assurance of Machine-Learning,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:25:01.243795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3f447040-c5af-4a11-9d28-6dc78a629725 · outbound

This paper cites Werte- und fähigkeitsbasierte Bewegungsplanung für autonome Straßenfahrzeuge – Ein systemischer Ansatz,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Werte- und fähigkeitsbasierte Bewegungsplanung für autonome Straßenfahrzeuge – Ein systemischer Ansatz,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:25:01.209637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6c21ab56-2acb-4e3f-9989-3e0de5cab6a9 · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:25:01.183546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ea4eb56f-287e-497c-954b-6309534cacd3 · outbound

This paper cites Assuring the Machine Learning Lifecycle: Desiderata, Methods, and Challenges,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Assuring the Machine Learning Lifecycle: Desiderata, Methods, and Challenges,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T13:24:59.157369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 229c9ac9-f371-4ecd-b0b8-ec4f3884ca44 · outbound

This paper cites Landscape of AI safety concerns -- A methodology to support safety assurance for AI-based autonomous systems.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Landscape of AI safety concerns -- A methodology to support safety assurance for AI-based autonomous systems

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-06T13:24:59.622896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 65b55ece-7327-4492-934d-b83acb748044 · outbound

This paper cites 26, 2022.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems 26, 2022

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:25:01.162002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0f396c54-9df0-44e6-8f7f-7f809dc8860e · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:25:01.136164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1fc31094-0b49-410d-b9b3-b59c35586144 · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:25:01.100232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation af249a10-2877-4c1e-8b5a-2f153cba5533 · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:25:01.075986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d2757181-62d0-4a44-9142-ec310b976cb6 · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:25:01.052406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ea491d02-8232-49b2-b27b-fb0bb9397a06 · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:25:01.015526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 15a35c10-c019-4167-b7bc-3f340e2f8c4f · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:25:00.984783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f1e9cf37-4748-41ca-98f1-b95fa66fee08 · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:25:00.964189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c0d3f33c-430e-4afa-b59c-573468ee93b2 · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:25:00.945911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c54090c0-19a1-4f2a-add2-502cfba2c5b1 · outbound

This paper cites Safety and Risk – Why Their Definitions Matter,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Safety and Risk – Why Their Definitions Matter,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:25:00.918773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 50aa8690-d3c0-425a-8953-a9deabf0364f · outbound

This paper cites Redefining Safety for Autonomous Vehicles,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Redefining Safety for Autonomous Vehicles,

Reference 17

Resolution: verified exact; doi, observed 2026-08-06T13:24:59.599384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1dc88eec-4449-489e-adb3-6fa295c09390 · outbound

This paper cites Koopman, How Safe Is Safe Enough? Measuring and Predicting Autonomous Vehicle Safety, 1st ed.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Koopman, How Safe Is Safe Enough? Measuring and Predicting Autonomous Vehicle Safety, 1st ed

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:25:00.893721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 55736ef2-5635-4b6b-a2be-9700b81a1ff4 · outbound

This paper cites Towards a Framework to Manage Perceptual Uncertainty for Safe Automated Driving,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Towards a Framework to Manage Perceptual Uncertainty for Safe Automated Driving,

Reference 19

Resolution: malformed identifier; no resolver link, observed 2026-08-06T13:24:59.249393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e3b1d69-cf87-44d5-adb9-6d8f6a93ea93 · outbound

This paper cites Methods and Tools for the Engineering and Assurance of Safe Autonomous Systems,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Methods and Tools for the Engineering and Assurance of Safe Autonomous Systems,

Reference 20

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T13:25:00.868818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cc0cb560-7571-483c-8924-03b7391c82d4 · outbound

This paper cites Trustworthiness assurance assessment for high-risk AI-based systems,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Trustworthiness assurance assessment for high-risk AI-based systems,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:25:00.846512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ac4eef09-645f-4f60-9005-8a7987908a88 · outbound

This paper cites Multilayer Feedforward Networks Are Universal Approximators,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Multilayer Feedforward Networks Are Universal Approximators,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T13:24:59.268097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76813d1a-d04c-414e-b983-a7120461e827 · outbound

This paper cites Interpretable Representations in Explainable AI: From Theory to Practice.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Interpretable Representations in Explainable AI: From Theory to Practice

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-06T13:24:59.556217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f66457ca-389d-42c6-bc1e-120431b9aef2 · outbound

This paper cites L145 Challenges in Autonomous Vehicle Safety Assessment,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems L145 Challenges in Autonomous Vehicle Safety Assessment,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:25:00.826273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c99ed707-121b-4d04-a9a3-609f5e0c3961 · outbound

This paper cites Criticality Analysis for the Verification and Validation of Automated Vehicles,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Criticality Analysis for the Verification and Validation of Automated Vehicles,

Reference 25

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T13:25:00.484439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 09eda6f2-a493-435c-b66a-3704b33e3fe5 · outbound

This paper cites Dynamic Benchmarks: Spatial and Temporal Alignment for ADS Performance Evaluation.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Dynamic Benchmarks: Spatial and Temporal Alignment for ADS Performance Evaluation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T13:24:59.291046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 700dccbe-3db0-4e89-b76b-3de9e5195748 · outbound

This paper cites VV Methods Safety Assurance Position Paper,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems VV Methods Safety Assurance Position Paper,

Reference 27

Resolution: verified exact; doi, observed 2026-08-06T13:24:59.487714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 06b5eb27-0150-4760-8dbc-49b5d7966838 · outbound

This paper cites Being good (at driving): Characterizing behavioral expectations on automated and human driven vehicles.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Being good (at driving): Characterizing behavioral expectations on automated and human driven vehicles

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T13:24:59.302835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f8e42ef-228f-4ec2-b6bd-cb9758733ce0 · outbound

This paper cites A VSC Best Practice for Evaluation of Behavioral Competencies for Automated Driving System Dedicated Vehicles (ADS-DVs),.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems A VSC Best Practice for Evaluation of Behavioral Competencies for Automated Driving System Dedicated Vehicles (ADS-DVs),

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:25:00.799556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2ed1bee4-e5f9-4724-b08e-9a8c66d3dd8c · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:25:00.769656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 15f4cc07-5c6d-4444-8415-a1b32583bc13 · outbound

This paper cites A Behavioural Safety Centric Approach for E2E ADS,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems A Behavioural Safety Centric Approach for E2E ADS,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:25:00.741087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 44e3d18c-375a-4514-baa5-e0d088bd1a88 · outbound

This paper cites An Ontology-Based Approach Toward Traceable Behavior Specifications in Automated Driving,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems An Ontology-Based Approach Toward Traceable Behavior Specifications in Automated Driving,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T13:24:59.330992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca73a1c7-aa69-4c0a-8c0c-54d8ce9dd11b · outbound

This paper cites Opera- tional Design Domain-Driven Coverage for the Safety Argumentation of Automated Vehicles,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Opera- tional Design Domain-Driven Coverage for the Safety Argumentation of Automated Vehicles,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:25:00.716421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 664e194e-da85-4cb6-a775-837d9db86807 · outbound

This paper cites Towards a Skill- and Ability-Based Development Process for Self-Aware Automated Road Vehicles,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Towards a Skill- and Ability-Based Development Process for Self-Aware Automated Road Vehicles,

Reference 34

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T13:25:00.089340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c55e1278-d9f4-4c8e-bbae-59c125bf8a74 · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T13:24:59.342033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 044e09a2-8b0f-4d87-b546-4fc289f91de2 · outbound

This paper cites Defining and Substantiating the Terms Scene, Situation and Scenario for Automated Driving,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Defining and Substantiating the Terms Scene, Situation and Scenario for Automated Driving,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:25:00.671482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e84e3313-4aa4-4b4e-9a23-aa2dfb6e2dd0 · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:25:00.691079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5a60ff1d-0d0e-4b54-81a9-99bf60f32e90 · outbound

This paper cites Risk management core – towards an explicit representation of risk in automated driving,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Risk management core – towards an explicit representation of risk in automated driving,

Reference 38

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T13:24:59.954165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 256b366f-5107-43e3-9194-3b6ac3f85f92 · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:25:00.644442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9ad02f62-3c5f-4131-8a68-58e86d1313d7 · outbound

This paper cites On Assumptions with Respect to Occlusions in Urban Environments for Automated Vehicle Speed Decisions,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems On Assumptions with Respect to Occlusions in Urban Environments for Automated Vehicle Speed Decisions,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T13:24:59.379158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d5f5003-fbb8-46f0-8504-5db39ff7e516 · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:25:00.624301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 10ae1d3f-12e9-446d-9ddb-d341ed119e02 · outbound

This paper cites Towards Closing the Gap between Model-Based Systems Engineering and Automated Vehicle Assurance: Tailoring Generic Methods by Integrating Domain Knowledge,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Towards Closing the Gap between Model-Based Systems Engineering and Automated Vehicle Assurance: Tailoring Generic Methods by Integrating Domain Knowledge,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:25:00.604090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 379ab92b-7079-485e-afa9-696a4e1d2da2 · outbound

This paper cites Using Ontologies for the Formalization and Recognition of Criticality for Automated Driving,.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Using Ontologies for the Formalization and Recognition of Criticality for Automated Driving,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T13:24:59.384623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfb09501-1ef9-4ef0-a6be-db4eccd8c3e6 · outbound

This paper cites an unresolved cited work.

What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems Unresolved cited work

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T13:24:59.127682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.