Paper Citation Record · LEDGER

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles

As of 21 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 2 inbound Pith citation observations for arXiv:2505.02274.

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

pith.paper-citation-record.v1
2505.02274 v2

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T01:05:07.961839Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:25:40.939451Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T11:25:42.388084Z

Reference resolution

48 of 48 outbound references displayed

verified exact0
verified fuzzy42
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b492f59f-81a5-426b-bc40-0126d48cd440 · outbound

This paper cites Autonomous vehicle technology: A guide for policymakers,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Autonomous vehicle technology: A guide for policymakers,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T01:05:07.761542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60527731-0918-419f-af06-d7e7df2b353a · outbound

This paper cites Preparing a nation for autonomous vehicles: Opportunities, barriers and policy recommendations,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Preparing a nation for autonomous vehicles: Opportunities, barriers and policy recommendations,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.617712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8fd111a8-215b-44b9-8ec2-4cceab88aa74 · outbound

This paper cites Autonomous vehicle safety: An interdis- ciplinary challenge,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Autonomous vehicle safety: An interdis- ciplinary challenge,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.603806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2abb1fdd-4ecf-4910-8f22-ef3b3a9ce5d4 · outbound

This paper cites The social dilemma of autonomous vehicles,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles The social dilemma of autonomous vehicles,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T01:05:07.775511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d9c9945-52b9-4c8e-a59b-c154eb153bba · outbound

This paper cites A Survey on an Emerging Safety Challenge for Autonomous Vehicles: Safety of the Intended Functionality,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles A Survey on an Emerging Safety Challenge for Autonomous Vehicles: Safety of the Intended Functionality,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.581805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 062c8cfb-c75c-43e1-b106-0640798199ee · outbound

This paper cites Driving to safety: How many miles of driving would it take to demonstrate autonomous vehicle reliability?.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Driving to safety: How many miles of driving would it take to demonstrate autonomous vehicle reliability?

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.567506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c4017a81-c72b-4878-90e0-ba1399950c03 · outbound

This paper cites Assessing the safety and reliability of autonomous vehicles from road testing,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Assessing the safety and reliability of autonomous vehicles from road testing,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.552307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a9208f00-d4e8-466e-8735-b951afce442e · outbound

This paper cites Validation of ultra-high dependability for software-based systems,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Validation of ultra-high dependability for software-based systems,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.537899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c65eef2e-f524-4952-a1ef-0b557402017b · outbound

This paper cites Defining and substantiating the terms scene, situation, and scenario for automated driving,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Defining and substantiating the terms scene, situation, and scenario for automated driving,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.524287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 15a92238-be3d-4776-80e4-7d11707d1451 · outbound

This paper cites Road vehicles - test scenarios for automated driving systems - scenario based safety evaluation framework,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Road vehicles - test scenarios for automated driving systems - scenario based safety evaluation framework,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.510643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f7187aa7-3544-4150-9a23-c11f2472649e · outbound

This paper cites Formalised natural language description of scenarios for automated driving systems. Specification,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Formalised natural language description of scenarios for automated driving systems. Specification,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.496687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation aab4396f-4236-43a1-85e0-af3e43c6ac1d · outbound

This paper cites Survey on scenario-based safety assessment of automated vehicles,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Survey on scenario-based safety assessment of automated vehicles,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T01:05:07.809270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45fb9d35-ffee-4262-b742-26d1d918bfee · outbound

This paper cites Defining required and feasible test coverage for scenario-based validation of highly automated vehicles,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Defining required and feasible test coverage for scenario-based validation of highly automated vehicles,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.474850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 413bb938-5581-450e-b1d6-beaeb42387d0 · outbound

This paper cites Automatic virtual test technology for intelligent driving systems considering both coverage and efficiency,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Automatic virtual test technology for intelligent driving systems considering both coverage and efficiency,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.461245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5526bbd4-2671-4b0b-a25c-6d76ca95a501 · outbound

This paper cites Automated scenario generation for regression testing of autonomous vehicles,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Automated scenario generation for regression testing of autonomous vehicles,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.448215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ec57c30b-f33a-481e-8c53-0299323f9fa6 · outbound

This paper cites Coverage based testing for v&v and safety assurance of self-driving autonomous vehicles: A systematic literature review,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Coverage based testing for v&v and safety assurance of self-driving autonomous vehicles: A systematic literature review,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.434805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fe7a8fbc-b26c-4368-846d-6f55d55c467f · outbound

This paper cites Partition testing does not inspire confidence,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Partition testing does not inspire confidence,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.422129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1126c012-3195-4971-8245-576ace2f49ab · outbound

This paper cites Evaluating testing methods by delivered reliability [software],.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Evaluating testing methods by delivered reliability [software],

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.408458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bbb29243-c84f-4a27-8797-0b35eb2cb392 · outbound

This paper cites Limits to dependability assurance—a controversy revis- ited,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Limits to dependability assurance—a controversy revis- ited,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.393746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 432bb8db-3a90-4769-8035-6eabba7d48e1 · outbound

This paper cites Adams,Minimizing cost impact of software defects.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Adams,Minimizing cost impact of software defects

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.379840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 02541d88-f925-49a4-aa5b-26100fdcfd3d · outbound

This paper cites Mind the gap! a study on the transferability of virtual versus physical-world testing of autonomous driving systems,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Mind the gap! a study on the transferability of virtual versus physical-world testing of autonomous driving systems,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.366150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 432d9061-6cb3-4711-8663-c98b7908907f · outbound

This paper cites How simulation helps autonomous driving: A survey of sim2real, digital twins, and parallel intelligence,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles How simulation helps autonomous driving: A survey of sim2real, digital twins, and parallel intelligence,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.352658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fafa44ab-0f15-4bd8-af95-39d2e0d9fbcb · outbound

This paper cites Instance-level safety-aware fidelity of synthetic data and its calibration,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Instance-level safety-aware fidelity of synthetic data and its calibration,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.338827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c58bf15f-d0f3-48d4-98a2-3e0e585d439a · outbound

This paper cites Learning naturalistic driving environment with statistical realism,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Learning naturalistic driving environment with statistical realism,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T01:05:07.862311Z

Source-reported events for the cited work

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Observation 917c31ef-37aa-488b-94bd-2347666e8297 · outbound

This paper cites Scenarios for development, test and validation of automated vehicles,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Scenarios for development, test and validation of automated vehicles,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.316074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation db6f25a2-95aa-4b75-8152-b96b5182d508 · outbound

This paper cites Relai testing: a technique to assess and improve software reliability,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Relai testing: a technique to assess and improve software reliability,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.302540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b5ece944-7fb2-4300-85de-d118dd978379 · outbound

This paper cites Operational profiles in software-reliability engineering,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Operational profiles in software-reliability engineering,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.288265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dc5e9e07-b71f-4c33-a46e-493aa55e2732 · outbound

This paper cites On random and partition testing,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles On random and partition testing,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.272822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 364c436b-bd0d-4194-addc-f6fb6659dbaa · outbound

This paper cites On the relationship between partition and random testing,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles On the relationship between partition and random testing,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.259132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c5c76d53-811c-4b1c-8312-ba5c307c6034 · outbound

This paper cites Accelerated evaluation of automated vehicles safety in lane- change scenarios based on importance sampling techniques,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Accelerated evaluation of automated vehicles safety in lane- change scenarios based on importance sampling techniques,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.244746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 375ed6db-f969-46f6-b948-6d8f13806bca · outbound

This paper cites Accelerated evaluation of automated vehicles in car-following maneuvers,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Accelerated evaluation of automated vehicles in car-following maneuvers,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.230663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 275f7510-807c-46cc-b244-30c5a7c3a8ca · outbound

This paper cites Intelligent testing environment generation for autonomous vehicles with implicit distributions of traffic behaviors,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Intelligent testing environment generation for autonomous vehicles with implicit distributions of traffic behaviors,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.216540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c33059a2-9e47-4150-9e88-12c82e2b3cd2 · outbound

This paper cites Intelligent driving in- telligence test for autonomous vehicles with naturalistic and adversarial environment,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Intelligent driving in- telligence test for autonomous vehicles with naturalistic and adversarial environment,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T01:05:07.900541Z

Source-reported events for the cited work

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Observation ec7da61b-e90f-4e29-8dff-00d7a3745402 · outbound

This paper cites Learning to collide: An adaptive safety-critical scenarios generating method,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Learning to collide: An adaptive safety-critical scenarios generating method,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.193498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f2852841-a28f-4825-9d30-966f5f398ea2 · outbound

This paper cites an unresolved cited work.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-16T01:05:08.179240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 63a3d7f2-3b6c-47fe-8f52-9d2798571085 · outbound

This paper cites Assessing safety-critical systems from operational testing: A study on autonomous vehicles,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Assessing safety-critical systems from operational testing: A study on autonomous vehicles,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.165216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2814683a-782a-402d-a163-32abf8e56b5f · outbound

This paper cites Reliability analysis of artificial intelligence systems using recurrent events data from au- tonomous vehicles,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Reliability analysis of artificial intelligence systems using recurrent events data from au- tonomous vehicles,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.151530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 64733c36-ebe7-47d0-b94d-05b41b1189c8 · outbound

This paper cites Planning reliability assurance tests for autonomous vehicles based on disengagement events data,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Planning reliability assurance tests for autonomous vehicles based on disengagement events data,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.137523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation acd502fd-2485-4b46-83c4-48947cd16637 · outbound

This paper cites On reliability assessment when a software-based system is replaced by a thought-to- be-better one,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles On reliability assessment when a software-based system is replaced by a thought-to- be-better one,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.124517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 64addeb2-7950-42d6-9d5c-ae3d693e85fb · outbound

This paper cites Conservative confidence bounds in safety, from generalised claims of improvement & statistical evidence,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Conservative confidence bounds in safety, from generalised claims of improvement & statistical evidence,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.110877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c6ab4669-f852-4a33-96cc-0fda6419a216 · outbound

This paper cites Bootstrapping confidence in future safety from past safe operation,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Bootstrapping confidence in future safety from past safe operation,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.097132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ccf41c87-aa39-464b-ac16-749b3ea21771 · outbound

This paper cites Using pre change operational evidence for predicting post change reliability, given prior confidence in fault-freeness,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Using pre change operational evidence for predicting post change reliability, given prior confidence in fault-freeness,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.082846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c544385a-222c-4c33-b6f5-487916f3be7c · outbound

This paper cites Impact of prior beliefs on depend- ability prediction for a changed system using pre-change operational evidence,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Impact of prior beliefs on depend- ability prediction for a changed system using pre-change operational evidence,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.067613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e5fb820c-bac4-410d-9109-456167e46a51 · outbound

This paper cites Modeling the probability of failure on demand (pfd) of a 1-out-of-2 system in which one channel is “quasi-perfect.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Modeling the probability of failure on demand (pfd) of a 1-out-of-2 system in which one channel is “quasi-perfect

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.051399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3a764d45-6239-40ab-a1a0-088956d2093f · outbound

This paper cites The unnecessity of assuming statistically independent tests in bayesian software reliability assessments,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles The unnecessity of assuming statistically independent tests in bayesian software reliability assessments,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.036673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a4fbd061-6ec3-4367-afca-b6b3910f365b · outbound

This paper cites Total variance approach to software reliability estimation,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Total variance approach to software reliability estimation,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.023951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8e33df0a-1833-43fa-b7f8-d1727be6bc82 · outbound

This paper cites Deriving a frequentist conservative confidence bound for probability of failure per demand for systems with different operational and test profiles,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Deriving a frequentist conservative confidence bound for probability of failure per demand for systems with different operational and test profiles,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:08.010979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ec2ac095-395e-4541-abaf-b5ea90ceebdb · outbound

This paper cites Reliability assessment of service-based software under operational profile uncertainty,.

On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles Reliability assessment of service-based software under operational profile uncertainty,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:05:07.996930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

Observation f902323f-b2cc-43aa-a7c0-c6a695d4db08 · inbound

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function cites this paper.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-06T11:25:42.390751Z

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Real-World Perturbation Testing of Autonomous Driving Systems cites this paper.

Real-World Perturbation Testing of Autonomous Driving Systems On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles

Reference 73

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