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Paper Citation Record · LEDGER

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function

As of 14 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2507.22769.

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

pith.paper-citation-record.v1
2507.22769 v2

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:25:42.181039Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

49 of 49 outbound references displayed

  • verified exact3
  • verified fuzzy35
  • unresolved7
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8331db75-707e-447b-a90f-2a7167374107 · outbound

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

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Driving to safety: How many miles of driving would it take to demonstrate autonomous vehicle reliability?

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation aabb5f46-1af6-4b09-b8a0-38df6e72018e · outbound

This paper cites A system- atic approach towards the definition of the terms edge case and corner case for automated driving,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function A system- atic approach towards the definition of the terms edge case and corner case for automated driving,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.728350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:40.628945Z digest=sha256:be6fe1f6c255537850245ba30d3e64fd6f97eebe024082ff30c9b51d4698a4e2

Observation c1e7c3dc-0b29-4d5c-9fe7-3fc67d2b3e06 · outbound

This paper cites Finding critical scenarios for automated driving systems: A systematic mapping study,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Finding critical scenarios for automated driving systems: A systematic mapping study,

Reference 3

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T11:25:42.463411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation ac676f09-9b73-46eb-b0aa-93789b0c0c7b · outbound

This paper cites Challenges in autonomous vehicle testing and validation,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Challenges in autonomous vehicle testing and validation,

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.721514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:40.723425Z digest=sha256:e0ec768b6aeff3e08e5fff970b43f8f30ea443ced4903b01809c7dab773e18b2

Observation 3b6eb8a5-cf04-4d9f-b180-c20f14ba4ff2 · outbound

This paper cites Virtual testing of automated driving systems. a survey on validation methods,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Virtual testing of automated driving systems. a survey on validation methods,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.714701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:40.830558Z digest=sha256:0718b319954c9f303232fbe43e6c7348d7cd1095d0861c748c07e122f1c7b0da

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

This paper cites On the Need for a Statistical Foundation in Scenario-Based Testing of Autonomous Vehicles.

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:40.939451Z digest=sha256:35c52d547e2e0ed76e95dd1e4c2a12653731e7329fe2350e4b01740fff0208b3

Observation 697dcb51-125c-4c15-8714-4d430b123dc6 · outbound

This paper cites Addendum 156 – un regulation no. 157 uniform provisions concerning the approval of vehicles with regards to automated lane keeping system,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Addendum 156 – un regulation no. 157 uniform provisions concerning the approval of vehicles with regards to automated lane keeping system,

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.708693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:41.079265Z digest=sha256:89bc877a8d50877d8507e2fd23d81b02220740a8924e21e263492828ea076299

Observation d005e3dd-ed32-4e16-858f-a7cbec5cf437 · outbound

This paper cites for Standardization of Automation and M.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function for Standardization of Automation and M

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.702673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:41.235453Z digest=sha256:6a0a1d09b4648ac379a403da20ed7b3884d17409b62e17868d53d10d678c0ae0

Observation 84f3cdd4-0fea-4d61-85a4-33923e6bdb33 · outbound

This paper cites Validation of x-in-the-loop approaches for virtual homologation of automated driving functions,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Validation of x-in-the-loop approaches for virtual homologation of automated driving functions,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.694986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:41.392128Z digest=sha256:73f3566884eb6aa9e5040d9839a9f030f7b88599104dfe08f6c047d4742456a6

Observation b0f266ea-1cdd-43a4-8efc-794a0954ae24 · outbound

This paper cites Vehicle-in-virtual-environment (vve) method for autonomous driving system development, evaluation and demonstration,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Vehicle-in-virtual-environment (vve) method for autonomous driving system development, evaluation and demonstration,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.689387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:41.546073Z digest=sha256:b8946a7bb894bc26e0f9cc597e06617604fce602b5a7d760f31cc00789d7b4cd

Observation 3459278a-e008-4bd4-92cf-aab89727a9ee · outbound

This paper cites Correlation of software- in-the-loop simulation with physical testing for autonomous driving,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Correlation of software- in-the-loop simulation with physical testing for autonomous driving,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.683029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:41.654405Z digest=sha256:16a16cfb8925294b1c6ab296b0a668096e4c09c9a13242c5293940d02e2adc54

Observation 8648c2ea-23df-4c10-b5f8-4e77c1998f23 · outbound

This paper cites A Survey on Scenario-Based Testing for Automated Driving Systems in High-Fidelity Simulation.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function A Survey on Scenario-Based Testing for Automated Driving Systems in High-Fidelity Simulation

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T11:25:41.830342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:25:41.830342Z digest=sha256:8736d8d62134043b83fb9786adc3252f95ffc637fe95bc1eccb1337f13354169

Observation 871b040d-1b06-435c-a49d-cb489523de06 · outbound

This paper cites Gas: Generating fast & accurate surrogate models for simulations of autonomous vehicle systems,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Gas: Generating fast & accurate surrogate models for simulations of autonomous vehicle systems,

Reference 13

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:41.984681Z digest=sha256:39c51e7062a9ad363905ab0e00a27313c4a8517d0e0fa22298206f9aec4e2237

Observation 3ac5baea-7b81-4961-a339-c5c5813a639d · outbound

This paper cites Autonovi-sim: Autonomous vehicle simulation platform with weather, sensing, and traffic control,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Autonovi-sim: Autonomous vehicle simulation platform with weather, sensing, and traffic control,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.670464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.002068Z digest=sha256:01c4f7a49bf6081bb5aab7fcb3eef0ca8639994874d77b4712b08c5987714809

Observation 834a7ae8-7ba3-41dc-9315-a999abc4af26 · outbound

This paper cites Waymax: An accelerated, data-driven simulator for large-scale autonomous driving research,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Waymax: An accelerated, data-driven simulator for large-scale autonomous driving research,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.663945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.012144Z digest=sha256:b0250cb7612318370ec06129a6df8d3c1747dbb85920a22011e9af2e4a25d76b

Observation e8d1dfae-f995-4df2-a2a5-ee227f790e46 · outbound

This paper cites A Scenario-Based Platform for Testing Autonomous Vehicle Behavior Prediction Models in Simulation.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function A Scenario-Based Platform for Testing Autonomous Vehicle Behavior Prediction Models in Simulation

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-06T11:25:42.355848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.103375Z digest=sha256:8b35154560c954092bae03c7b965a723b037965814f15596faf193170e210bfc

Observation 51f83406-fb8b-4f78-abe1-9eaf63dc22b2 · outbound

This paper cites A rule-defined adaptive mpc based motion planner for autonomous driving applications,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function A rule-defined adaptive mpc based motion planner for autonomous driving applications,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.656597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.105829Z digest=sha256:a55b0b9b7d9db7386a6d9eb1e16ab47a9f730659a831e2966737d7d3905ae291

Observation fb529380-798f-4666-8e69-a968c6f15866 · outbound

This paper cites Data basis for scenario-based validation of had on high- ways,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Data basis for scenario-based validation of had on high- ways,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.649658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.107826Z digest=sha256:7d666f47e3635972c2351e0d8a24b11d14f5fa96b4f0b7b9abd1c57978c5d15f

Observation 7d76d66a-b00d-43c9-ae60-f4b0ecbb86b3 · outbound

This paper cites A framework for definition of logical scenarios for safety assurance of automated driving,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function A framework for definition of logical scenarios for safety assurance of automated driving,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.641089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.110790Z digest=sha256:4502ed540374582ad378e4760f862ac2968d994afd61c2639cb8863590abc0ab

Observation b8ff3123-9843-485d-9b3b-bdf54032294b · outbound

This paper cites Pegasus—first steps for the safe introduction of automated driving,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Pegasus—first steps for the safe introduction of automated driving,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.632261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.113083Z digest=sha256:634b5e03ae1ce45b2ffc0fe0c4e0deaf83d59caad5603e92c45f83246efca65c

Observation ea56a9b7-27e6-4ca7-a6cb-e4e175672250 · outbound

This paper cites Verification & Validation Methods (VVM) for Automated Vehicles,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Verification & Validation Methods (VVM) for Automated Vehicles,

Reference 21

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verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.623653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.115573Z digest=sha256:9786a581670048ab7c52aae5a802ae09deff55f1d1c73451b8fe5dabc3fada24

Observation ed739d6b-1763-4003-85c2-f7b6c2fd7977 · outbound

This paper cites SET Level: Safety for the autonomous mobility of the future,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function SET Level: Safety for the autonomous mobility of the future,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.617307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.118393Z digest=sha256:510fd00b0e4ecf04c832b7481d8cd72ef284d6246be34696c3aab2dc450a50af

Observation 688b1ed1-8604-4a67-922e-da295a45b7de · outbound

This paper cites Webots.hpc: A parallel simulation pipeline for autonomous vehicles,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Webots.hpc: A parallel simulation pipeline for autonomous vehicles,

Reference 23

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T11:25:42.343996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.121376Z digest=sha256:ee5ce89cd4dcbf5dbf57dd49e566ba7787357b6e4910ff668938ca7497e3601f

Observation e6c6ecdb-9885-47e9-9274-201eccc00784 · outbound

This paper cites NVIDIA Introduces DRIVE Constellation Simulation System to Safely Drive Autonomous Vehicles Billions of Miles in Virtual Reality,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function NVIDIA Introduces DRIVE Constellation Simulation System to Safely Drive Autonomous Vehicles Billions of Miles in Virtual Reality,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.610398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.123345Z digest=sha256:86f2367ad007ed877db1e31c032e82f7af552f95fe53309209ef7e77ebc434b3

Observation bc6675e7-3f96-42a6-af92-94a90a1f287e · outbound

This paper cites Ansys A Vxcelerate Autonomy: End-to-end simulation platform for autonomous vehicle validation,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Ansys A Vxcelerate Autonomy: End-to-end simulation platform for autonomous vehicle validation,

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.603407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.126585Z digest=sha256:4dd8718b11b3f43d07cbef11c4d2a68fa0f398fa5e3c4c38df1e5b554f578af0

Observation c3cc42e9-a6a9-4de5-9579-cb5dda9fe0ef · outbound

This paper cites Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T11:25:42.128592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:25:42.128592Z digest=sha256:026a24dec4c6cc12a1c064bed2ba6fda5bf61903ecc2fda295ac0a796902189d

Observation 7a8301e1-f68e-4cc2-b831-9f54885bce91 · outbound

This paper cites Dense reinforcement learning for safety validation of autonomous vehicles,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Dense reinforcement learning for safety validation of autonomous vehicles,

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T11:25:42.130661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:25:42.130661Z digest=sha256:a87b5b03c67d9545329aa0c74be31bd85b30734a3be480e7c73af4124cdc6825

Observation ab448d1b-771b-4e8c-899a-3eb3209a6ed6 · outbound

This paper cites Safety-critical scenario generation via reinforcement learning based editing,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Safety-critical scenario generation via reinforcement learning based editing,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.592295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.132374Z digest=sha256:77464216ade1290d55287d5c6f2e853c5eee2fad63897c2c2f8d95dc7fe9cbdd

Observation 25a6a5c5-928b-41b2-8180-a3153f619326 · outbound

This paper cites Dynnpc: Finding more violations induced by ads in simulation testing through dynamic npc behavior generation,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Dynnpc: Finding more violations induced by ads in simulation testing through dynamic npc behavior generation,

Reference 29

Resolution
verified exact
raw_fallback, observed 2026-08-06T11:25:42.282384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.135360Z digest=sha256:e588b76b0011e5f20c08fc7c20db35bc29db2a09faf7cfc90ffb85c14f84b029

Observation 8fc3e5f6-3961-4f0e-89b8-c58fdc492297 · outbound

This paper cites Testing of autonomous vehicles using surrogate models and stochastic optimization,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Testing of autonomous vehicles using surrogate models and stochastic optimization,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.585695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.137655Z digest=sha256:fe23e07b4521d8e4122b4b7bc5951e9713f68aa3c9523edc97b18519ced87c74

Observation 4cdb5974-cefe-42e4-b3e6-fab4fe2af9a9 · outbound

This paper cites Variable-fidelity model selection for stochastic simulation,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Variable-fidelity model selection for stochastic simulation,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.579176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.139433Z digest=sha256:f01165caf54e6176d7ffa42d41876c0921f65ed922274f73409e48dedf57529c

Observation 23df0903-e1d6-461e-be58-6535a88c0029 · outbound

This paper cites Genetic algorithm-based test parameter optimization for adas system testing,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Genetic algorithm-based test parameter optimization for adas system testing,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.570855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.141692Z digest=sha256:d180a0d725b7fefed81e912e938faaa2c872f3688a44f15c7c6ef7d2946dfa23

Observation 459650ca-60cd-42dc-8779-dabd10c28593 · outbound

This paper cites Testing vision-based control systems using learnable evolutionary algorithms,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Testing vision-based control systems using learnable evolutionary algorithms,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.562653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation c14dbe88-fff1-464c-979b-5416526f3b8b · outbound

This paper cites Identification of test cases for automated driving systems using bayesian optimization,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Identification of test cases for automated driving systems using bayesian optimization,

Reference 34

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9834d6fd-c0f9-43f1-af44-81e879ee0259 · outbound

This paper cites An application of scenario exploration to find new scenarios for the devel- opment and testing of automated driving systems in urban scenarios,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function An application of scenario exploration to find new scenarios for the devel- opment and testing of automated driving systems in urban scenarios,

Reference 35

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 4683a2f2-3fd2-45a2-b352-a692dbd50d99 · outbound

This paper cites A bayesian optimization method for finding the worst-case scenarios of autonomous vehicles,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function A bayesian optimization method for finding the worst-case scenarios of autonomous vehicles,

Reference 36

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 03d23934-b799-427c-86f6-ca9b00f641a0 · outbound

This paper cites A framework for definition of logical scenarios for safety assurance of automated driving,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function A framework for definition of logical scenarios for safety assurance of automated driving,

Reference 37

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 48c84c75-2e98-4869-a5ca-881a7c39e427 · outbound

This paper cites Criticality metrics for automated driving: A review and suitability analysis of the state of the art,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Criticality metrics for automated driving: A review and suitability analysis of the state of the art,

Reference 38

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation aa4d711f-add1-4713-9de8-d049563295d0 · outbound

This paper cites an unresolved cited work.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:25:42.521253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 6b512c8c-dd33-4466-b409-dff03bbd5b60 · outbound

This paper cites A Tutorial on Bayesian Optimization.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function A Tutorial on Bayesian Optimization

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T11:25:42.165650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 0f08c599-7f67-43d9-ae25-b1187e66b6bd · outbound

This paper cites Matlab version: 9.8.0 (r2020b),.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Matlab version: 9.8.0 (r2020b),

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.504686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.168285Z digest=sha256:a330e5e1946cf92ce1059c084eb714c28f5960392466717ac18c5b9b063a4693

Observation b86c4626-6306-48c3-bca4-d001a2c92ff0 · outbound

This paper cites Carmaker,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Carmaker,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.498634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.171020Z digest=sha256:e4e7f2ccf85b59959a5badb99b90957198b17be7ad5608087034b5938c2dd20e

Observation 3f3fc670-959f-41b4-83a3-ee89a93e394e · outbound

This paper cites Fast integrators with sensitivity propagation for use in CasADi,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Fast integrators with sensitivity propagation for use in CasADi,

Reference 43

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 512c3d8b-ff34-4d95-9f1c-08c5b2fc405b · outbound

This paper cites acados – a modular open-source framework for fast embedded optimal control,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function acados – a modular open-source framework for fast embedded optimal control,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.485024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation f856f58b-5838-46e8-a057-ffb6891db7e9 · outbound

This paper cites Virtual validation and uncertainty quantification of an adaptive model predictive controller-based motion planner for autonomous driving systems,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Virtual validation and uncertainty quantification of an adaptive model predictive controller-based motion planner for autonomous driving systems,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:25:42.478839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation c229031f-ba14-4d60-82ff-8994c114195e · outbound

This paper cites A density-based al- gorithm for discovering clusters in large spatial databases with noise,.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function A density-based al- gorithm for discovering clusters in large spatial databases with noise,

Reference 46

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation db199a9f-da6a-40c7-bd0e-58ab510970a2 · outbound

This paper cites Available: https://onlinelibrary.wiley.com/doi/abs/10.1 002/9780470061596.risk0299.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Available: https://onlinelibrary.wiley.com/doi/abs/10.1 002/9780470061596.risk0299

Reference 2008

Resolution
malformed identifier
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T11:25:42.162231Z digest=sha256:6b269cd7f8e31407963c80022d85f6a4bfb5c76f91f2c086531770c7ca9b3d88

Observation 3613ce46-e2cd-4371-9f7c-069cfe5f407b · outbound

This paper cites Waymax: An Accelerated, Data-Driven Simulator for Large-Scale Autonomous Driving Research.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Waymax: An Accelerated, Data-Driven Simulator for Large-Scale Autonomous Driving Research

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-06T11:25:42.100780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:25:42.100780Z digest=sha256:4bf33f5dd2eaa533e0882c5302eed7d4836946bbe9002e3745fc5db3cafc23f0

Observation 905f766b-82c1-4739-b935-4d9beab43792 · outbound

This paper cites Correlation of Software-in-the-Loop Simulation with Physical Testing for Autonomous Driving.

Bayesian Optimization applied for accelerated Virtual Validation of the Autonomous Driving Function Correlation of Software-in-the-Loop Simulation with Physical Testing for Autonomous Driving

Reference 2024

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T11:25:42.380036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Pith citing papers

No inbound Pith citation observations are available.