Paper Citation Record · LEDGER

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study

As of 4 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 1 inbound Pith citation observation for arXiv:2502.15792.

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

pith.paper-citation-record.v1
2502.15792 v2

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-23T02:34:44.729248Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-09T18:53:15.076775Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-11T16:01:21.917244Z

Reference resolution

53 of 53 outbound references displayed

verified exact2
verified fuzzy49
unresolved2
parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 363ef4e9-549c-49ad-bf8a-e3ff6e840a6e · outbound

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

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Finding critical scenarios for automated driving systems: A systematic mapping study

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.266104Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a6c73588-5893-4ce5-8728-9949ab30479a · outbound

This paper cites A survey on safety-critical driving scenario generation—a methodological perspective.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study A survey on safety-critical driving scenario generation—a methodological perspective

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.259471Z

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Observation 5d694ba8-cdbc-4797-a7cd-bf2bf0d55dea · outbound

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

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Mind the gap! a study on the transferability of virtual versus physical-world testing of autonomous driving systems

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.255557Z

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Observation 45eb3a54-11d0-4f04-8e8a-570ff77308c3 · outbound

This paper cites Model vs system level testing of autonomous driving systems: a replication and extension study.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Model vs system level testing of autonomous driving systems: a replication and extension study

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.251948Z

Source-reported events for the cited work

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Observation 7c016a9e-55ed-4754-9350-18e24407cb77 · outbound

This paper cites Machine learning testing in an adas case study using simulation-integrated bio-inspired search-based testing.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Machine learning testing in an adas case study using simulation-integrated bio-inspired search-based testing

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.248052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2a677814-0f2c-4e54-b847-f8596c929a49 · outbound

This paper cites Identifying and explaining safety-critical scenarios for autonomous vehicles via key features.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Identifying and explaining safety-critical scenarios for autonomous vehicles via key features

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.244415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 65ba2f08-ab38-4ff0-8e15-601f83b87e51 · outbound

This paper cites Pafot: A position-based approach for finding optimal tests of autonomous vehicles.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Pafot: A position-based approach for finding optimal tests of autonomous vehicles

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.240981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 24a1b926-47d6-4d3e-a0cc-7d1979d0270f · outbound

This paper cites Carla: An open urban driving simulator.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Carla: An open urban driving simulator

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.237410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 48baa52f-307e-4d0f-956b-c038055b3b1a · outbound

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

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Neural network guided evolutionary fuzzing for finding traffic violations of autonomous vehicles

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.233760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation fde40447-6d4d-403d-b437-9a0155d0e6a3 · outbound

This paper cites Epitester: Testing autonomous vehicles with epigenetic algorithm and attention mechanism.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Epitester: Testing autonomous vehicles with epigenetic algorithm and attention mechanism

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.226531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 22daead1-c03d-46c2-bd35-27512eabeba8 · outbound

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

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study scenorita: Generating diverse, fully mutable, test scenarios for autonomous vehicle planning

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.141409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c05b7973-058a-4850-8c44-ae080b163d40 · outbound

This paper cites Specification-based autonomous driving system testing.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Specification-based autonomous driving system testing

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.134174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9ae5ce87-27f8-4fe2-9886-015097ebe5a9 · outbound

This paper cites Reinforcement learning: An introduction.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Reinforcement learning: An introduction

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.137297Z

Source-reported events for the cited work

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Observation 10b655d2-aa13-46af-ae09-bd50ef5e1e30 · outbound

This paper cites Learning configu- rations of operating environment of autonomous vehicles to maximize their collisions.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Learning configu- rations of operating environment of autonomous vehicles to maximize their collisions

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.198294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation cda40c33-b459-4306-82d9-5d64123b267c · outbound

This paper cites an unresolved cited work.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-23T02:35:20.137611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 28b10b9d-b654-46d8-9802-3944c6966cbc · outbound

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

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Dense reinforcement learning for safety validation of autonomous vehicles

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.130776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ff006287-4940-46dc-82fd-cf2ce28bdefd · outbound

This paper cites Multiobjective reinforcement learning: A comprehensive overview.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Multiobjective reinforcement learning: A comprehensive overview

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.145178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9cda2f6e-fc03-4a53-960a-19b171375344 · outbound

This paper cites A practical guide to multi-objective reinforcement learning and planning.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study A practical guide to multi-objective reinforcement learning and planning

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.169284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 463da1e3-f5a3-4e36-ab99-08f9c73fc299 · outbound

This paper cites Prediction-guided multi-objective reinforcement learning for continuous robot control.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Prediction-guided multi-objective reinforcement learning for continuous robot control

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.294052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 05fffb4b-993f-4548-885d-2ef8bd43c274 · outbound

This paper cites Deep reinforcement learning for autonomous driving: A survey.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Deep reinforcement learning for autonomous driving: A survey

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.298049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2baa8f09-abf0-4f9d-b861-821c2bf80c74 · outbound

This paper cites A generalized algorithm for multi-objective reinforcement learning and policy adaptation.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study A generalized algorithm for multi-objective reinforcement learning and policy adaptation

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.308965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2088e2cf-fc04-4fea-a3b9-2e4019d4f03c · outbound

This paper cites Safety-enhanced autonomous driving using interpretable sensor fusion transformer.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Safety-enhanced autonomous driving using interpretable sensor fusion transformer

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.283659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ec0df34d-69c2-48f1-ba6a-f3c34a83473c · outbound

This paper cites Q-learning.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Q-learning

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.301500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 6cb28e38-07b4-4b81-b240-8d97a89fcefa · outbound

This paper cites A survey of multi-objective sequential decision-making.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study A survey of multi-objective sequential decision-making

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.276694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 14eec644-74fb-45d0-b07d-6ba3b82d4520 · outbound

This paper cites A toolkit for reliable benchmarking and research in multi-objective reinforcement learning.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study A toolkit for reliable benchmarking and research in multi-objective reinforcement learning

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.269490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 56549b4c-d816-4424-9115-23e4e45acf7b · outbound

This paper cites Human-level control through deep reinforcement learning.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Human-level control through deep reinforcement learning

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.272930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 58dfca05-5002-4a31-bfc2-1807a8afe638 · outbound

This paper cites Modern homotopy methods in optimization.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Modern homotopy methods in optimization

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.287296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2b594558-8b64-49df-afb2-f1e6e3085e07 · outbound

This paper cites Prioritized Experience Replay.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Prioritized Experience Replay

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-23T02:35:19.229267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8e0b0a77-5a17-459e-bcdd-0b6db18c0723 · outbound

This paper cites A survey of state-action representations for autonomous driving.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study A survey of state-action representations for autonomous driving

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.222905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2e13fbe4-cefb-48a5-938c-c03470108657 · outbound

This paper cites Attention is all you need.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Attention is all you need

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.148693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3f2bf246-a47b-4cdc-9324-65fb5f347b22 · outbound

This paper cites A deep reinforcement learning approach for dynamically stable inverse kinematics of humanoid robots.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study A deep reinforcement learning approach for dynamically stable inverse kinematics of humanoid robots

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.172445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0f30567e-6e49-4ca7-830f-f1e53eb4a636 · outbound

This paper cites Conditional dqn-based motion planning with fuzzy logic for autonomous driving.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Conditional dqn-based motion planning with fuzzy logic for autonomous driving

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.189409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b5c17556-32a1-4451-a2fc-c6787a8040ae · outbound

This paper cites Requirements- driven test generation for autonomous vehicles with machine learning components.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Requirements- driven test generation for autonomous vehicles with machine learning components

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.211664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 35bea814-1cac-47c8-8177-778d6a7dd740 · outbound

This paper cites Extended time-to-collision measures for road traffic safety assessment.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Extended time-to-collision measures for road traffic safety assessment

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.152102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 82004dac-3627-4dc6-a88a-89b318a2574e · outbound

This paper cites Planning and decision-making for autonomous vehicles.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Planning and decision-making for autonomous vehicles

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.155503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b6a5b05c-9788-402e-9ac9-ebe0c1aaeb3e · outbound

This paper cites Carla autonomous driving leaderboard.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Carla autonomous driving leaderboard

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.162497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9d31bdc4-6c5b-418d-b79a-c15318e58392 · outbound

This paper cites Epitester: Testing autonomous vehicles with epigenetic algorithm and attention mechanism.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Epitester: Testing autonomous vehicles with epigenetic algorithm and attention mechanism

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.159038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f33c66d7-ba18-443b-998c-dbf72239beca · outbound

This paper cites Optuna: A next-generation hyperparameter optimization framework.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Optuna: A next-generation hyperparameter optimization framework

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.216061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation eb9cf576-2fd8-4dec-9a4c-f0d207c36516 · outbound

This paper cites an unresolved cited work.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-05-23T02:35:20.219267Z

Source-reported events for the cited work

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Observation fe3536f1-1087-4892-ae2d-5e4806935b44 · outbound

This paper cites Incentivizing Exploration In Reinforcement Learning With Deep Predictive Models.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Incentivizing Exploration In Reinforcement Learning With Deep Predictive Models

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-05-23T02:35:19.234624Z

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Observation 19ceab93-0267-497d-bcf2-73f33327486c · outbound

This paper cites Pre-crash scenario typology for crash avoidance research.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Pre-crash scenario typology for crash avoidance research

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.262723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d900115c-b54b-412a-8789-be35c7afa395 · outbound

This paper cites Statistical methods for research workers.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Statistical methods for research workers

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.290824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1a20d4af-0e35-49b4-a4e0-68934a8f9b85 · outbound

This paper cites A practical guide for using statistical tests to assess randomized algorithms in software engineering.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study A practical guide for using statistical tests to assess randomized algorithms in software engineering

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.305539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2d1797a3-ed8f-49e9-bc77-fe4be59bd887 · outbound

This paper cites Explaining odds ratios.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Explaining odds ratios

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.203180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1e883589-d9e9-49de-8b91-adfb52855f22 · outbound

This paper cites Testing advanced driver assistance systems using multi-objective search and neural networks.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Testing advanced driver assistance systems using multi-objective search and neural networks

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.193934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a4e0d521-3755-4fb5-94e2-9f4bc09218f0 · outbound

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

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Testing vision-based control systems using learnable evolutionary algorithms

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.230187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4fc3268f-903e-47c5-a38d-a7e39b06f85b · outbound

This paper cites A fast and elitist multiobjective genetic algorithm: Nsga-ii.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study A fast and elitist multiobjective genetic algorithm: Nsga-ii

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.198587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 47a0b4e2-3a8c-41a3-ab3d-48e68cff4772 · outbound

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

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Av-fuzzer: Finding safety violations in autonomous driving systems

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.207619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation fc40aa73-3f2c-4d54-b9d6-0c27a901f75b · outbound

This paper cites Efficient online testing for dnn-enabled systems using surrogate-assisted and many-objective optimization.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Efficient online testing for dnn-enabled systems using surrogate-assisted and many-objective optimization

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.176041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e32eb3b4-cbe5-418b-b44e-33b32359038c · outbound

This paper cites Lawbreaker: An approach for specifying traffic laws and fuzzing autonomous vehicles.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Lawbreaker: An approach for specifying traffic laws and fuzzing autonomous vehicles

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.179501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b6d3a743-535d-4896-9b34-3f064284a614 · outbound

This paper cites Adversarial evaluation of autonomous vehicles in lane-change scenarios.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Adversarial evaluation of autonomous vehicles in lane-change scenarios

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.186014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7a937a02-7652-4179-9b22-88c419501be5 · outbound

This paper cites Kochenderfer.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Kochenderfer

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.279882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7e24d730-bec9-40d9-8bdc-f52cf6670612 · outbound

This paper cites Adversarial testing with reinforcement learning: A case study on autonomous driving.

Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study Adversarial testing with reinforcement learning: A case study on autonomous driving

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T02:35:20.177747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Pith citing papers

Observation ae8372cf-3969-4445-9fc9-2c8a0bd2ce0d · inbound

From Research to Practice: An Interactive Rapid Review of Autonomous Driving System Testing in Industry cites this paper.

From Research to Practice: An Interactive Rapid Review of Autonomous Driving System Testing in Industry Reinforcement Learning for Testing Interdependent Requirements in Autonomous Vehicles: An Empirical Study

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-05-11T16:01:21.924294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.