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Paper Citation Record · LEDGER

Causality-aware Safety Testing for Autonomous Driving Systems

As of 8 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 0 inbound Pith citation observations for arXiv:2506.08688.

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

pith.paper-citation-record.v1
2506.08688 v2

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:10:59.495740Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

63 of 63 outbound references displayed

  • verified exact2
  • verified fuzzy48
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9e3706ec-4c5a-45ff-b02c-8ae64ddfb706 · outbound

This paper cites Boundary state generation for testing and improvement of autonomous driving systems,.

Causality-aware Safety Testing for Autonomous Driving Systems Boundary state generation for testing and improvement of autonomous driving systems,

Reference 1

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raw_fallback, observed 2026-08-07T05:11:00.310078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.273864Z digest=sha256:f6c52a2b9fbd1d8367119be2786743a0bc8bc3014bf74a2421675fef55c8abd6

Observation 94b80e7a-169e-49cd-a563-456959126f04 · outbound

This paper cites Accelerated testing and eval- uation for black-box autonomous driving systems via adaptive markov chain monte carlo,.

Causality-aware Safety Testing for Autonomous Driving Systems Accelerated testing and eval- uation for black-box autonomous driving systems via adaptive markov chain monte carlo,

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.278733Z digest=sha256:e9c6d453b243cb91b1c189153fa31e8f7fa844e6c034bf4d024ffeaaca1946b0

Observation afd29ac7-c656-4875-803d-d6c5d3a217d4 · outbound

This paper cites Misconfiguration software testing for failure emergence in autonomous driving systems,.

Causality-aware Safety Testing for Autonomous Driving Systems Misconfiguration software testing for failure emergence in autonomous driving systems,

Reference 3

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raw_fallback, observed 2026-08-07T05:11:00.284263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.283137Z digest=sha256:b97a8c8816efb6e05a03d0d8bfb1b82b68156f752c5944989d96abc16b118d7e

Observation 733d9101-d2c0-47ab-80e7-dfa032594960 · outbound

This paper cites Specification-based autonomous driving system testing,.

Causality-aware Safety Testing for Autonomous Driving Systems Specification-based autonomous driving system testing,

Reference 4

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raw_fallback, observed 2026-08-07T05:11:00.271247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.287131Z digest=sha256:7a14380537b0e0139abb24731ebab223bae4455371d2c96e95d50a7ff603e3ce

Observation 68abbd66-8b6e-408d-985f-c5f351748d2f · outbound

This paper cites Behavexplor: Behavior diversity guided testing for autonomous driving systems,.

Causality-aware Safety Testing for Autonomous Driving Systems Behavexplor: Behavior diversity guided testing for autonomous driving systems,

Reference 5

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no resolver link, observed 2026-08-07T05:10:59.291172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:59.291172Z digest=sha256:ea60cd541bc9480de3615a93a6b0bb885f227d4242174cfac4250bdee1088cca

Observation 225686db-7b83-4759-a7b1-3b610506c77c · outbound

This paper cites Doppelg ¨anger test generation for revealing bugs in autonomous driving software,.

Causality-aware Safety Testing for Autonomous Driving Systems Doppelg ¨anger test generation for revealing bugs in autonomous driving software,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:11:00.250635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.294938Z digest=sha256:1289a2279323898d595601bf72fc8649e75d2cd4aab94a2faa2c8c40bb02ece2

Observation 3fe04a6e-ecf8-43cd-992b-3001ce856e5c · outbound

This paper cites Sovar: Build generalizable scenarios from accident reports for autonomous driving testing,.

Causality-aware Safety Testing for Autonomous Driving Systems Sovar: Build generalizable scenarios from accident reports for autonomous driving testing,

Reference 7

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no resolver link, observed 2026-08-07T05:10:59.299165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:59.299165Z digest=sha256:2eedda667b69bd2c7d4db347617a4b48b2011ce878a4615351c34cc7cac66ffd

Observation 50d2d6b0-894a-4cd3-adf2-ea8593964cf8 · outbound

This paper cites Lgsvl simulator: A high fidelity simulator for autonomous driving,.

Causality-aware Safety Testing for Autonomous Driving Systems Lgsvl simulator: A high fidelity simulator for autonomous driving,

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.302558Z digest=sha256:fed0abad537a9ff5f79c3f60794394dd2be6092c694b6bb94442e71dcf27b1dd

Observation 8ce6e88f-3365-41a2-9c42-cb1105e54eef · outbound

This paper cites Carla: An open urban driving simulator,.

Causality-aware Safety Testing for Autonomous Driving Systems Carla: An open urban driving simulator,

Reference 9

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no resolver link, observed 2026-08-07T05:10:59.305929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:59.305929Z digest=sha256:56fad608f27d6cc7b02f70b6cc9106a6cccffb1590f00146659dc3811f6ce4bb

Observation 03a7c72c-8539-4dd7-b572-569e25b69a0d · outbound

This paper cites A survey on automated driving system testing: Landscapes and trends,.

Causality-aware Safety Testing for Autonomous Driving Systems A survey on automated driving system testing: Landscapes and trends,

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:59.309274Z digest=sha256:f3b0cc31c61217b46558cd2b7625396b8f54c476470016adc56ec7705e0d965f

Observation 2a6fda28-db88-4fc5-939e-8a91f8f87db7 · outbound

This paper cites Building critical testing scenarios for autonomous driving from real accidents,.

Causality-aware Safety Testing for Autonomous Driving Systems Building critical testing scenarios for autonomous driving from real accidents,

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:59.312857Z digest=sha256:da803dfb707579c0a9a0b77aeacce8f4cc69f3a9e8d4ab7ec28777ff57cf9123

Observation 53869046-5832-4f75-a1f7-405b46a56fc2 · outbound

This paper cites TARGET: Automated Scenario Generation from Traffic Rules for Testing Autonomous Vehicles via Validated LLM-Guided Knowledge Extraction.

Causality-aware Safety Testing for Autonomous Driving Systems TARGET: Automated Scenario Generation from Traffic Rules for Testing Autonomous Vehicles via Validated LLM-Guided Knowledge Extraction

Reference 12

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no resolver link, observed 2026-08-07T05:10:59.316696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:59.316696Z digest=sha256:e1dc0b4df336fbbbef7a4d3c6fa718fb03182097f9aaaf8a29a041087c20ab9f

Observation b3015be3-a4a6-44be-8dd4-df11cf68be0d · outbound

This paper cites Viohawk: Detecting traffic violations of autonomous driving systems through criticality-guided simulation testing,.

Causality-aware Safety Testing for Autonomous Driving Systems Viohawk: Detecting traffic violations of autonomous driving systems through criticality-guided simulation testing,

Reference 13

Resolution
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raw_fallback, observed 2026-08-07T05:11:00.191330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.320647Z digest=sha256:bb076a81325a6f06562f5db52e50db7b4d6ddfcb9f1b1b13789fedd180f6400e

Observation 8518fcc6-2e69-4465-a882-44750054db94 · outbound

This paper cites Drivefuzz: Discovering autonomous driving bugs through driving quality-guided fuzzing,.

Causality-aware Safety Testing for Autonomous Driving Systems Drivefuzz: Discovering autonomous driving bugs through driving quality-guided fuzzing,

Reference 14

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raw_fallback, observed 2026-08-07T05:11:00.178569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.324215Z digest=sha256:8a86e39042ba46be03e5e820b2e3a4a3030ab480f2ec1ef6b3ce7b437411753d

Observation 611ed64e-5b8f-4f76-8fe2-9183dd50ec67 · outbound

This paper cites Curiosity-driven testing for sequential decision-making process,.

Causality-aware Safety Testing for Autonomous Driving Systems Curiosity-driven testing for sequential decision-making process,

Reference 15

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raw_fallback, observed 2026-08-07T05:11:00.165798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.327726Z digest=sha256:9fddf50b5408c980c67fa6ac80255dc351a8ad59d04553fd572da950c5995284

Observation 69f85f76-1ca0-466f-9f0f-2d9e2b69b0d0 · outbound

This paper cites Mosat: finding safety violations of autonomous driving systems using multi-objective genetic algorithm,.

Causality-aware Safety Testing for Autonomous Driving Systems Mosat: finding safety violations of autonomous driving systems using multi-objective genetic algorithm,

Reference 16

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raw_fallback, observed 2026-08-07T05:11:00.152811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.331212Z digest=sha256:7440a001a5b12c947611349cdad747c569cd9833904cd50a574b541fc3f86954

Observation 2d178d99-ae18-440b-a96f-ee014c76254e · outbound

This paper cites Av-fuzzer: Finding safety violations in autonomous driving systems,.

Causality-aware Safety Testing for Autonomous Driving Systems Av-fuzzer: Finding safety violations in autonomous driving systems,

Reference 17

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raw_fallback, observed 2026-08-07T05:11:00.140108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.334439Z digest=sha256:b969b476404702e375346f33270daf33ec2aaef37d0cdfae670ed94c4233df35

Observation c8eb832b-42e9-4903-bca2-0cdeaa2b284c · outbound

This paper cites Causality- driven testing of autonomous driving systems,.

Causality-aware Safety Testing for Autonomous Driving Systems Causality- driven testing of autonomous driving systems,

Reference 18

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verified fuzzy
raw_fallback, observed 2026-08-07T05:11:00.127115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.337970Z digest=sha256:670d8e89beeeace3220de4990ba85c6e877aaea0c665d2444f516ff81790b058

Observation 52827664-c72e-4204-8949-cebbf7585457 · outbound

This paper cites Accelerated safety testing for highly automated vehicles: Application and capability comparison of surrogate models,.

Causality-aware Safety Testing for Autonomous Driving Systems Accelerated safety testing for highly automated vehicles: Application and capability comparison of surrogate models,

Reference 19

Resolution
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raw_fallback, observed 2026-08-07T05:11:00.113988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.341981Z digest=sha256:99a5bb5658d942c2a36a36523d29e1e52233d56426cfeb32ec036d0109178c59

Observation d34bbb0b-22ff-48b3-8ed5-7a36ad3b8612 · outbound

This paper cites Learn- ing configurations of operating environment of autonomous vehicles to maximize their collisions,.

Causality-aware Safety Testing for Autonomous Driving Systems Learn- ing configurations of operating environment of autonomous vehicles to maximize their collisions,

Reference 20

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raw_fallback, observed 2026-08-07T05:11:00.100691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.345337Z digest=sha256:dda47bb0f211770b25f737e54e744b5a47beb19a08539efefd530f5debe80051

Observation 60fa53fe-f37d-4ea1-b9aa-6f04152c1474 · outbound

This paper cites Many-objective reinforcement learning for online testing of dnn-enabled systems,.

Causality-aware Safety Testing for Autonomous Driving Systems Many-objective reinforcement learning for online testing of dnn-enabled systems,

Reference 21

Resolution
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raw_fallback, observed 2026-08-07T05:11:00.086284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.348657Z digest=sha256:3bba4a42ed1f9cb49a0ec9b25ae0132397fd861274e39cd31f43f680648919a9

Observation 4142b36f-26d2-4968-8744-c6659d3d1010 · outbound

This paper cites sceno rita: Generating diverse, fully-mutable, test scenarios for autonomous vehicle planning,.

Causality-aware Safety Testing for Autonomous Driving Systems sceno rita: Generating diverse, fully-mutable, test scenarios for autonomous vehicle planning,

Reference 22

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raw_fallback, observed 2026-08-07T05:11:00.073534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.351926Z digest=sha256:beaf24f46b5608a970516841beeb2c9fa00597db0c5c541cb44ecf87d567f47b

Observation 8f06cc26-e1bd-44ad-9a56-0829eb2e7a8a · outbound

This paper cites Physcov: physical test coverage for autonomous vehicles,.

Causality-aware Safety Testing for Autonomous Driving Systems Physcov: physical test coverage for autonomous vehicles,

Reference 23

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raw_fallback, observed 2026-08-07T05:11:00.060376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.357387Z digest=sha256:94b18710b03fceac423bc43858c83abd9dfe2b996cd055cc3a204349f1bd1b1c

Observation 103e13a7-1a50-482a-b983-250968f1d8c6 · outbound

This paper cites S3c: Spatial semantic scene coverage for autonomous vehicles,.

Causality-aware Safety Testing for Autonomous Driving Systems S3c: Spatial semantic scene coverage for autonomous vehicles,

Reference 24

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raw_fallback, observed 2026-08-07T05:11:00.046603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.360875Z digest=sha256:b4a2fcd8f08397748a4b3104eaad543586c4fa01c852e88f18d7b8b630ee9b01

Observation a861ab62-9a27-4d3b-84fa-f5ee63717220 · outbound

This paper cites Apollo: Open source autonomous driving,.

Causality-aware Safety Testing for Autonomous Driving Systems Apollo: Open source autonomous driving,

Reference 25

Resolution
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raw_fallback, observed 2026-08-07T05:11:00.032771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.364123Z digest=sha256:fa8654351d39f694a59437c4c70c95b5e6b78ca31a2234ed6d3c257d431858a6

Observation 92ee4a32-cdf7-49d1-8c8f-006ed144e6fe · outbound

This paper cites End-to-end autonomous driving: Challenges and frontiers,.

Causality-aware Safety Testing for Autonomous Driving Systems End-to-end autonomous driving: Challenges and frontiers,

Reference 26

Resolution
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no resolver link, observed 2026-08-07T05:10:59.367333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:59.367333Z digest=sha256:94a9e7857ba009fc8a08959b1f439b922e59d6655f0ab6954592ac357f3b7a79

Observation e112615b-f6b8-491d-9bab-30c3a2465516 · outbound

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

Causality-aware Safety Testing for Autonomous Driving Systems Lmdrive: Closed-loop end-to-end driving with large language models,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:11:00.010446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.370602Z digest=sha256:8fd2f13a08fe3fa4ee9fb016784c39ce36f1b11c798feb6411eeb45bd15d2609

Observation 190b26fb-70cb-43c6-8236-9850ce7843b6 · outbound

This paper cites Dualad: Disentangling the dynamic and static 14 world for end-to-end driving,.

Causality-aware Safety Testing for Autonomous Driving Systems Dualad: Disentangling the dynamic and static 14 world for end-to-end driving,

Reference 28

Resolution
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raw_fallback, observed 2026-08-07T05:10:59.997494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.374115Z digest=sha256:f6fd5eaa56fd3291fe80f50d0cf41ea10f5b7c383e5564dff6186c960ac3798f

Observation 8e7f992b-e04d-4700-83e6-87b2126e5d07 · outbound

This paper cites Planning-oriented autonomous driving,.

Causality-aware Safety Testing for Autonomous Driving Systems Planning-oriented autonomous driving,

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.983388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.377403Z digest=sha256:d23ef6d3892b698bf69598fbe0ca84f8586568176946488cbda890a8363d8563

Observation 1e19b68c-1ae9-4eae-b604-738cd487b530 · outbound

This paper cites (2019) Apollo: An open autonomous driving platform.

Causality-aware Safety Testing for Autonomous Driving Systems (2019) Apollo: An open autonomous driving platform

Reference 30

Resolution
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raw_fallback, observed 2026-08-07T05:10:59.967737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.380561Z digest=sha256:12ff1617fe11e9d518f92e81794b730a4f94b77ba098f107a561bba3112dbfc8

Observation b7be176a-4311-4b80-be7f-90359afe46ad · outbound

This paper cites Foundation.

Causality-aware Safety Testing for Autonomous Driving Systems Foundation

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.953954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.383800Z digest=sha256:63213229db675007560b1d08092ba9b79c505cac93405bbcda370089b0f3af40

Observation 62138606-b5e4-4f59-aff0-6c23cbdf5756 · outbound

This paper cites ROCAS: Root Cause Analysis of Autonomous Driving Accidents via Cyber-Physical Co-mutation.

Causality-aware Safety Testing for Autonomous Driving Systems ROCAS: Root Cause Analysis of Autonomous Driving Accidents via Cyber-Physical Co-mutation

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:10:59.601793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.387690Z digest=sha256:c44605bf4fd2b48510372158b6ba4a07e5a1d3d1ede313b03cb57dd526113b64

Observation 37df5617-825d-40d6-b72b-368ca9b0cb5e · outbound

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

Causality-aware Safety Testing for Autonomous Driving Systems Scenarios for development, test and validation of automated vehicles,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.940544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.391069Z digest=sha256:7c74a1583b86cd3093faeb05474bf8d36400de40bcd47d2a3f83bc215d5b671c

Observation 9621db00-6dec-475b-acc0-0c7d9845c37b · outbound

This paper cites A framework for automated driving system testable cases and scenarios,.

Causality-aware Safety Testing for Autonomous Driving Systems A framework for automated driving system testable cases and scenarios,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.927137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.394309Z digest=sha256:00dd1292eb5bc5324e533eed2ed2209b4bc1d91a888af2428c2d2c30b2d784e1

Observation af04f490-6374-44d1-8cf6-15d22dbfb73b · outbound

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

Causality-aware Safety Testing for Autonomous Driving Systems Defining and substantiating the terms scene, situation, and scenario for automated driving,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.912098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.397946Z digest=sha256:e34749ae8eed5d5e6a99ccbb73fd0625df2e1f2ae82b55dcac66fdb6a629e6a5

Observation 5f796bdd-8d5a-4b7c-9ff0-18b34db1cd85 · outbound

This paper cites Pearl, Causality.

Causality-aware Safety Testing for Autonomous Driving Systems Pearl, Causality

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T05:10:59.401574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:59.401574Z digest=sha256:a2fd29394d8c3f5ed5311fb85f68bca999264271805ba1ebc86a80842958c6d6

Observation e6994278-5f10-468d-8184-67174ccfa9ea · outbound

This paper cites Deciphering spatio-temporal graph forecasting: A causal lens and treatment,.

Causality-aware Safety Testing for Autonomous Driving Systems Deciphering spatio-temporal graph forecasting: A causal lens and treatment,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.889473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.404892Z digest=sha256:6b0508cab34b6e42a270c741236f80c3b0445d37e4e91ae5e79ba78bfc86c04a

Observation d82e164c-aea0-4d9f-8676-77b3d24f86dc · outbound

This paper cites Neural network semantic backdoor detection and mitigation: A causality-based approach,.

Causality-aware Safety Testing for Autonomous Driving Systems Neural network semantic backdoor detection and mitigation: A causality-based approach,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.875832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.408527Z digest=sha256:c53003e3c9159e2eb8ade038cf2c6ca33b42196fdc262f71613b67572a66e1e9

Observation f047fbfb-188c-486a-bd6c-1550dfd330e4 · outbound

This paper cites You can’t see me: Physical removal attacks on {lidar- based} autonomous vehicles driving frameworks,.

Causality-aware Safety Testing for Autonomous Driving Systems You can’t see me: Physical removal attacks on {lidar- based} autonomous vehicles driving frameworks,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.861901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.411976Z digest=sha256:82f7ee484f66aceb93bbdbe1632a263d9d016ba74fc8be9e8a8e2a6a15f75567

Observation 0284d42f-aa2d-4fed-9b9a-fb681ae71fdb · outbound

This paper cites A survey on causal discovery: theory and practice,.

Causality-aware Safety Testing for Autonomous Driving Systems A survey on causal discovery: theory and practice,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.847956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.415488Z digest=sha256:75722e7bb2b62a38274497251e1f27b48b62cb48938e757de1d0c336635d8171

Observation feb4ee60-3a8d-4110-8d0c-c8a98a210a74 · outbound

This paper cites A linear non-gaussian acyclic model for causal discovery.

Causality-aware Safety Testing for Autonomous Driving Systems A linear non-gaussian acyclic model for causal discovery

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.834137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.418662Z digest=sha256:27698a4b12c0b3005bd1bd4efe2fac51c16dc5abbeae55e525180b205bcb2b3d

Observation 7d13dc0e-4925-4483-be5d-b9ff2857bb26 · outbound

This paper cites Shimizu, Statistical Causal Discovery: LiNGAM Approach.

Causality-aware Safety Testing for Autonomous Driving Systems Shimizu, Statistical Causal Discovery: LiNGAM Approach

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.821659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.422031Z digest=sha256:0e2b793d9568da2fe21f98621d30c7be12f6e6f9ba4dd1dc6cd2dce79c5783ae

Observation 36cc7a1d-e7ef-4b56-bd86-7092685d9be2 · outbound

This paper cites Python package for causal discovery based on lingam,.

Causality-aware Safety Testing for Autonomous Driving Systems Python package for causal discovery based on lingam,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.809311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.425247Z digest=sha256:eb695e4ad48cce738026265ce0368613743e06aaf40e9c9999a9194775079deb

Observation 59027786-8375-4765-8ce5-6a970839b703 · outbound

This paper cites Nonlinear independent component analysis for principled disentanglement in unsupervised deep learning,.

Causality-aware Safety Testing for Autonomous Driving Systems Nonlinear independent component analysis for principled disentanglement in unsupervised deep learning,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.796513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.428573Z digest=sha256:eeba310af8b0fe302671926a702f2e3ec5df765f6edc62b28268c07a074eec53

Observation e4756199-1929-4d73-8e35-2b33a599d36c · outbound

This paper cites Independent component analysis, a new concept?.

Causality-aware Safety Testing for Autonomous Driving Systems Independent component analysis, a new concept?

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.784111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.431749Z digest=sha256:3025cbc5dad7fc991229e848a0087b2445e8effae84d14b60b636423bd0e41db

Observation d565f816-1910-4095-93b8-e5be33e62139 · outbound

This paper cites Directlingam: A direct method for learning a linear non-gaussian structural equation model,.

Causality-aware Safety Testing for Autonomous Driving Systems Directlingam: A direct method for learning a linear non-gaussian structural equation model,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.771664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.435006Z digest=sha256:a368722730f47b0fbc3bbacf4d9ae987a37423a242241ed635a02d533157c05f

Observation 481a113a-b2b5-48f0-9fb1-d5ffe7d6f073 · outbound

This paper cites Deepstellar: Model-based quantitative analysis of stateful deep learning systems,.

Causality-aware Safety Testing for Autonomous Driving Systems Deepstellar: Model-based quantitative analysis of stateful deep learning systems,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.758329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.438786Z digest=sha256:743dcceeba09b25ca6b03493da619ce092a071b7d93a8b6fcd353e08e6fe2112

Observation f9a8392c-ab20-4f70-bce7-f18d7da3006c · outbound

This paper cites ICSFuzz: Collision Detector Bug Discovery in Autonomous Driving Simulators.

Causality-aware Safety Testing for Autonomous Driving Systems ICSFuzz: Collision Detector Bug Discovery in Autonomous Driving Simulators

Reference 48

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:10:59.584487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.441986Z digest=sha256:9b67022383e5d8dff5db4438c371258936b85162e1f0e934e7e1e1da2ddbb1c8

Observation 67d028d0-0405-498d-ba8b-3fdb2fb94d1b · outbound

This paper cites Neural network guided evolutionary fuzzing for finding traffic violations of autonomous vehicles,.

Causality-aware Safety Testing for Autonomous Driving Systems Neural network guided evolutionary fuzzing for finding traffic violations of autonomous vehicles,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.745996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.445930Z digest=sha256:48a4aa07c867bbfd4a4215eab86d56a8ce0cea19662100d09423c23f93198719

Observation 3395a18d-3385-455d-b950-1832187b153a · outbound

This paper cites Incremental reinforce- ment learning with dual-adaptive ε-greedy exploration,.

Causality-aware Safety Testing for Autonomous Driving Systems Incremental reinforce- ment learning with dual-adaptive ε-greedy exploration,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.732894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.449463Z digest=sha256:0a974bf5fb0bf1680d0bf742a6c93f5c31f2432601227cc9f5335cca1683caa3

Observation 774e5d56-7090-4aa9-91be-431b2f759147 · outbound

This paper cites Redriver: Runtime enforcement for autonomous vehicles,.

Causality-aware Safety Testing for Autonomous Driving Systems Redriver: Runtime enforcement for autonomous vehicles,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.720582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.452814Z digest=sha256:9c96c8d469e28f8e7a4c5d18f11f6d9fe9a53430129af2a057a7db08ddbed29f

Observation 6391048d-3379-47fe-80e6-eb6a770d2f34 · outbound

This paper cites an unresolved cited work.

Causality-aware Safety Testing for Autonomous Driving Systems Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:10:59.708723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.456333Z digest=sha256:4bf7e46f4cf42320cf2e68c45d56211fa7e4571d20be83c67aea104e09a1e92d

Observation 10232319-13e9-4983-8019-631776cb2baf · outbound

This paper cites Toward Falsifying Causal Graphs Using a Permutation-Based Test.

Causality-aware Safety Testing for Autonomous Driving Systems Toward Falsifying Causal Graphs Using a Permutation-Based Test

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T05:10:59.459609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:59.459609Z digest=sha256:486300b96af46fbf65b2c95d26bbbff68128ae4b4b646c9cce612e3c5fcc9624

Observation 5acc6d4c-19c2-499d-b1d9-1e509c3d3c41 · outbound

This paper cites DoWhy: An End-to-End Library for Causal Inference.

Causality-aware Safety Testing for Autonomous Driving Systems DoWhy: An End-to-End Library for Causal Inference

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-07T05:10:59.463308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:59.463308Z digest=sha256:9cf1e111e3e791f2a41f4df16322af98a4faf8e3d5693097c721a56a6b848849

Observation 72f26bb2-bd83-4269-8e4e-8507db666695 · outbound

This paper cites MoDitector: Module-Directed Testing for Autonomous Driving Systems.

Causality-aware Safety Testing for Autonomous Driving Systems MoDitector: Module-Directed Testing for Autonomous Driving Systems

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-07T05:10:59.467076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:59.467076Z digest=sha256:75ded6bb7f241006e74e82858c22f10f44f43b0f17c320530a8bc05d95cffd3f

Observation aa330f3d-64af-43a3-a331-aab645e3cd3d · outbound

This paper cites Decictor: Towards evaluating the robustness of decision-making in autonomous driving systems,.

Causality-aware Safety Testing for Autonomous Driving Systems Decictor: Towards evaluating the robustness of decision-making in autonomous driving systems,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.697563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.470879Z digest=sha256:3f2d6d3561917e4d6dc55c692b4219df4a756c55751b5d4bbb28787161c049fc

Observation 03972bc4-2ea4-40f9-9a6d-d7acaf2b923b · outbound

This paper cites Moral Testing of Autonomous Driving Systems.

Causality-aware Safety Testing for Autonomous Driving Systems Moral Testing of Autonomous Driving Systems

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-07T05:10:59.474545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:10:59.474545Z digest=sha256:fa4d201de3e8971ef2043aa3b6c415807bbc6ffd9d21bd2ac11f4c669572fa7a

Observation 64c89bf1-438b-440a-a3e4-3d8dd1b77b50 · outbound

This paper cites Synthetic vs. real: An analysis of critical scenarios for autonomous vehicle testing,.

Causality-aware Safety Testing for Autonomous Driving Systems Synthetic vs. real: An analysis of critical scenarios for autonomous vehicle testing,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.685402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.478505Z digest=sha256:8a876a65b2989670a84d701a54f73b6c33bd74ffa95b0d58e9101df197f602ef

Observation 807ad917-1b50-4016-8895-4e01d6488f28 · outbound

This paper cites Causality-invariant interactive mining for cross-modal similarity learning,.

Causality-aware Safety Testing for Autonomous Driving Systems Causality-invariant interactive mining for cross-modal similarity learning,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.672909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.481892Z digest=sha256:1b535bd7f29209db22390030086881a643597a1af9e11379be43ca6adf2fc8e3

Observation 085c144c-fb82-437f-8461-87ee5ffbbf4d · outbound

This paper cites Droid: Driver-centric risk object identification,.

Causality-aware Safety Testing for Autonomous Driving Systems Droid: Driver-centric risk object identification,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.661176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.485738Z digest=sha256:3675cd8c13b65670441f6ccecd08faa8b35859bdd2f505e467350c6c3fac7484

Observation 13962c35-e331-48f3-baab-829e4a811904 · outbound

This paper cites Generation of risky scenarios for testing automated driving visual perception based on causal analysis,.

Causality-aware Safety Testing for Autonomous Driving Systems Generation of risky scenarios for testing automated driving visual perception based on causal analysis,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.649987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.489211Z digest=sha256:a60454a5d28909079c2edf58585b8cdb60d0ae0c108cb683b51d5cc6ac30b4fe

Observation e2b387c5-a820-4390-87a8-a54f47e53b60 · outbound

This paper cites Causalaf: Causal autoregressive flow for safety-critical driving scenario generation,.

Causality-aware Safety Testing for Autonomous Driving Systems Causalaf: Causal autoregressive flow for safety-critical driving scenario generation,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.638186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.492430Z digest=sha256:c25962a683c3fb05ec9a9059ef2ac3a7d588ed398671e9862a4eb06e9659e9ac

Observation 3de48564-8841-43f5-bd57-148914f4604c · outbound

This paper cites Acav: A framework for automatic causality analysis in autonomous vehicle accident record- ings,.

Causality-aware Safety Testing for Autonomous Driving Systems Acav: A framework for automatic causality analysis in autonomous vehicle accident record- ings,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:10:59.626487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:10:59.495740Z digest=sha256:3422442c1aac78051cb3077b4bf841cba126c72ab95eceb807114fb19f3a0675

Pith citing papers

No inbound Pith citation observations are available.