Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T13:24:59.389211Z
Paper Citation Record · LEDGER
What's Really Different with AI? -- A Behavior-based Perspective on System Safety for Automated Driving Systems
As of 11 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.
Observation 65b55ece-7327-4492-934d-b83acb748044 · outbound
This paper cites 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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.