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Paper Citation Record · LEDGER

Causality-aware Safety Testing for Autonomous Driving Systems

As of 15 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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.273864Z digest=sha256:fd1438f2a223518513ae8bfcc895cba583607d499b5c181d4d1dc7c9b9b6a76b

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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raw_fallback, observed 2026-08-07T05:11:00.297167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.278733Z digest=sha256:901d0f5ec66e15156012626576e3ea6c71def948aea126e619c8fbb07190c694

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.283137Z digest=sha256:f145cb4679cb8e7bbaead5bc807cdde07a3f1f5fa8458c6a5b0f7645114983fb

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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verified fuzzy
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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.287131Z digest=sha256:0ef38ffe0bb2158456ebd3eb0996b804958f456c0f682b884dee7443a1ce3998

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=sha256:7fadd63ad0892426e2c0fb17c36e52d8ae470afbac02ab65cd17edd56edeb541

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.294938Z digest=sha256:b3b44f9315a3428d658633de3340cafe0eb212e51f51c1b8d314c8ecc1291a62

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=sha256:043105542f5427cb43e3d7938bcb7f80c3db478e8927f669ea1ee75ef98cb826

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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raw_fallback, observed 2026-08-07T05:11:00.228893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.302558Z digest=sha256:fa8203ebcf4758b8f0cb844c19a86d1ed5a3ce8e0b1f302ed9732d49d26b21df

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=sha256:257bd694a9eaa227defe8b0e972daec89108521972e177c9dee548cd65f2a053

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

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source=pdf_text observed=2026-08-07T05:10:59.309274Z digest=sha256:16558a3cde60ce3c8f90042ed32b31102740d4ec12612788ecd5e86d16219d5d

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=sha256:5dbaff0630febf05e3f0f8432e9119aceaf9a12827ad33ed111730b88655c13b

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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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T05:10:59.316696Z digest=sha256:a9fc3988c5b62c00b9960e084cc4163bbc7aa6f9ddd5406c89a4757cd287034f

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
verified fuzzy
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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.320647Z digest=sha256:4dc593cfcc5acae24c3549b7c18d35ef293c869482cc658f541d37cada36d4f1

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.324215Z digest=sha256:f60b74a79d805a8106c1368a02f0182d26285cda3f1d888e10e8c634ac43100a

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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verified fuzzy
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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.327726Z digest=sha256:271411e4bd6d9d9d4ca8fdbf758a6b3a097a9df3a8673713b0a8be47e98c1dc1

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.331212Z digest=sha256:1539b2ca4bf172795de665a82fcbae409ceeac9f5a0659385f37d1bb9d21109e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.334439Z digest=sha256:d08a2d33de5b2cc10af247ab1943f82593cf8cd1e684e897ff2ed88f8220d064

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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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.337970Z digest=sha256:52b4b9553ac8ded577b0cf32854223bcdbe9757e9b5fdfffc5a037f3dc4045f4

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

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verified fuzzy
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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.341981Z digest=sha256:cca70d77776c80126018dd77365b4eec49ee39be977a4cb4744d2aa245281a44

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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verified fuzzy
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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.345337Z digest=sha256:65c3ca8d0dd4d433c5a4dd5ae0b748b54e6ab8d2f8d4c9a8fb5a5ce53d228a48

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.348657Z digest=sha256:b510f91fd3159cb09921eb725859cc2a2fe8fae99db2579149f2cb8bd0b9a7be

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.351926Z digest=sha256:680156e687c53aa98f25dbc7f3b35eeb0958fc45f793c5c143b3e176376c0d89

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.357387Z digest=sha256:7a386366a0fdeda8befcb1d620c4aa8b2415ee4e5d43b0974d91c3c22b2736c4

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.360875Z digest=sha256:79efb586ef59cb92443a463f3cf6f66ec9c52de74da6cfb2245eab7cd7e4e14e

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
verified fuzzy
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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.364123Z digest=sha256:d28d29ae44c81a93a018322bfeb1e235a72e6376ee425b64a7f6103527bab441

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

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unresolved
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:b8cf50feab7aa935b7071111d25f834f4514cbb36b6bca6a61d92be227fa999f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.370602Z digest=sha256:be3a242bdd040d3ff5af051cdfe84f8aea7e298842793d22d6f7757fca15a83d

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
verified fuzzy
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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.374115Z digest=sha256:10a75b9d10a0747a40cdf13b77100a8c2123418314d3a478a294962be2bc5a65

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.377403Z digest=sha256:5622a23c3d8233a9f90d0f9ba4d8dd507ecfa78a3b4bca2802266871f91824df

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

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verified fuzzy
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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.380561Z digest=sha256:9a17f8ea3bd1fd831bf796924d3f287fdb3558f34fdab3b5f4cc973e39cb8dd4

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.383800Z digest=sha256:85d29629c0f256004a79e868c57b33aaed3bd69b11023cef450cfafcefbd8ddb

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.387690Z digest=sha256:3b80616e9cdb7a005461d27944144b852d4f272969297dc111c7d268b976eba7

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.391069Z digest=sha256:42f4a058396c9f937522f62cccc96d5a5e6395c9b7f82917c9a9d58dfbdedf4e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.394309Z digest=sha256:c3fb62d6e71af8954171416f111645c97eddf5de2a515f5853eeca87cf0752aa

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.397946Z digest=sha256:4b31b3fa1cd0cae04f95666c87e05ca1bedf6e4356231f97d92318848cc1b674

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=sha256:21616e63c0091d8154bf1ae93772fc43bd9d2fd59a24eada69087bf21a4e1c4e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.404892Z digest=sha256:7f3d36c1a90c09bbfa7ed68a9cde438f5f3403d13c7795efdfce53276b6c0382

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.408527Z digest=sha256:f3b1c342ed3920df50aa400466369009ead0d574f50b4cc508ecf86bbdfe9a59

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.411976Z digest=sha256:3dad9738ed8306b121dd2b0645b124ab0bdb5fe13621b1a2a7f953a7700b0ba4

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.415488Z digest=sha256:a046656c6123ffb3ddb6c64f279e282edb7cdb509c66906f8efd5efe0e67087e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.418662Z digest=sha256:e6aeb1e4c99e26b58178d342bef9248b4aae4898e6eb5c06112847229a548e67

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.422031Z digest=sha256:de9ad23b81087ae4bb03907f4c922db7914e3f8b0fcc3b6fb771664409b55f83

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.425247Z digest=sha256:b61586bc15fe435a173a33cfedc41fe9b25775ddeb40dd9da589c4f5df1b8110

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.428573Z digest=sha256:115ba820baeab46d01e0a6b0cddb81f21cc020367484336814e5fe09bd173e73

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.431749Z digest=sha256:b4a3187794e07e908405c5cf3f49ebc3d14bffeddd37a3e4224c1939cb5074bc

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.435006Z digest=sha256:040e5b38ce478588d42065dc35e9fd0588f7f05692ce398e565e45aaa532d4ab

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.438786Z digest=sha256:a228ae2f14acc3b00df5a13a2aade952e2c0c338eed095e3d060ebfe6e9a05e7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.441986Z digest=sha256:1187b6887ee0332f391ffe9d2e63ec263ba84c96302d0e318a6889e701373084

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.445930Z digest=sha256:0b163578320d7cccc6cbbbdba27a67d181529cbe5a49936b23bedda22286a5c7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.449463Z digest=sha256:9b3f4e4f1e829fa521b13535aeb13dc8d76e50da0e4f07959d2cbd76a468f6f2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.452814Z digest=sha256:a379b081ac5f2508f3c4692210bc9f1b707f39382849c9d37050e5ab7915bcc1

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.456333Z digest=sha256:239ca83c256a40d24c034847472e92711dac6fbd1f8255c4eff5217b173250b3

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:aee7645b679a9594964f466bc6e887d6b568856aff14ce35ab198aff963e032f

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=sha256:3aa78edd2b7f7b6b2f265fadc231b4a857ee45e5717a21a77dcc69a24787a1af

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=sha256:345dd1a35e65eb66e1ed8c7a3f30da834efe0dc333c2ea711657d66163aa35cc

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.470879Z digest=sha256:895ab6a8501f167b37a393ff5313ee1e1ca77492f6608d7430fe16b370618f1d

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=sha256:46115032ac699675a0a6668d87c6b40e9fee9d9181415c68e983a8d5143e35bd

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.478505Z digest=sha256:ffa137ae9e8797a70f0131833b059b12508e20be09d7a9832c524b6f1de79637

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.481892Z digest=sha256:13dfdb537bbbe39f6a7fac3ee4c3247ef86b6aba3ac12de1557291f81e10eddf

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.485738Z digest=sha256:6e6f6e3cbd559ceaa4b979343fce4a98cc8af48fc7a542412ed4d8e089421826

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.489211Z digest=sha256:5b23cabdb24f31a368c9274147c59e2a089659d993b425b07ddfc7a0151a3e59

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.492430Z digest=sha256:5f7e665ed30d95f35d56e4eebca2997ed8ca638f5bf9d5428d4ce9e977ec1d7a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:10:59.495740Z digest=sha256:99156c68c95239aa3f87a88f88eaa64737d49a8e32d8b816aaad97a3946d98db

Pith citing papers

No inbound Pith citation observations are available.