Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T15:28:58.812279Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 0 inbound Pith citation observations for arXiv:1908.01094.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T15:28:58.812279Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
72 of 72 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d8081cf4-899b-4e0d-a930-06c932b7a17a · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components NHTSA Federal Automated Vehicles Pol- icy,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2b0697c9-f55b-4421-a2cf-ca3d85f7ca97 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Guidelines for safe on-road testing of sae level 3, 4, and 5 prototype automated driving systems (ADS), document j3018 201503,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4f3a5ec9-5645-43da-b54f-a6db39886753 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Key considerations in the development of driving automation systems,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 49082f42-42a5-4781-a06b-3496bed84947 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Euro NCAP,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 47ea5c24-740c-4168-a14e-72ed27c16a76 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Pegasus,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d71ce514-85de-44e4-8d55-3706cd312035 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Testing of advanced driver assistance towards automated driving: A survey and taxonomy on existing approaches and open questions,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f24c93b6-634a-4422-b55f-c14da784119a · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components The sleepwalker framework: Verification and validation of autonomous vehicles by mixed reality lidar stimulation,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2ef744c5-3b5e-40d4-b875-19d181ab1f3d · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Challenges in autonomous vehicle testing and validation,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94662b01-8849-44c9-869b-f3b77138fd4b · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components The Mobile Revolution - Machine Intelligence for Autonomous Vehicles (Dagstuhl Seminar 15462),
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f9ba65a5-0657-45c8-8b04-ae9305b9477e · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components The worst-time- to-collision metric for situation identification,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 98b29fd5-7758-4494-8942-4bdcd616c7c0 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Are we ready for autonomous driving? the kitti vision benchmark suite,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 784c06ff-d7a2-488a-96bf-bd0d8c5416e6 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components SqueezeDet: Unified, small, low power fully convolutional neural networks for real-time object detection for autonomous driving,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e8436c9c-dd08-498e-8fb7-25c8cf3d4299 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Alvinn: An autonomous land vehicle in a neural network,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1ebc74b0-be7c-4363-a8c5-8f5ac67dc111 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components DeepDriving: Learning affordance for direct perception in autonomous driving,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c5ce807f-1bc9-4666-86ff-946bc022a76e · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Deep Steering: Learning End-to-End Driving Model from Spatial and Temporal Visual Cues
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation cf9f3327-1997-4e21-a611-e19a1639f3ee · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Deep predictive models for collision risk assessment in autonomous driving,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d92abd50-8aba-4d82-a3a5-872fd98c37cd · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Imagenet classification with deep convolutional neural networks,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation deb5dd66-411c-4ce2-b107-fb9b09eef097 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Deeptest: Automated testing of deep-neural-network-driven autonomous cars,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b4a02eb3-b4e7-4475-856a-4901fd47341a · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Practical black-box attacks against machine learning,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c62a3ae1-2e2d-459a-8b1b-4fbe88155174 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Feature-guided black- box safety testing of deep neural networks,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7a677f5c-9ea9-4b90-bb1c-bfa40bd4f359 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Software and hardware testing using combinatorial cov- ering suites,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bde21215-647b-4369-b222-3bb4147577b2 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Probabilistic temporal logic falsification of cyber-physical systems,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6c7e84a3-8673-4699-ae7d-1923c795be88 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Simulation-based Adversarial Test Generation for Autonomous Vehicles with Machine Learning Components,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bcac17ce-fa6a-49eb-a3cb-e8508f378049 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components S-TaLiRo: A tool for temporal logic falsification for hybrid systems,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 516511d1-cfb5-4418-b473-87fdaef25493 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Description of light-vehicle pre-crash scenarios for safety applications based on vehicle-to-vehicle communications,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a22b3300-4072-4eed-9e67-f3b48d1b1bbd · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components TrafficNet: An open naturalistic driving scenario library,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3fefffd4-2985-4913-b909-eee58c83bd93 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Accelerated evaluation of automated vehicles safety in lane-change scenarios based on importance sampling techniques,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 25b25700-18e5-4a8b-bb70-8bab645005a4 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Adaptive cruise control: Hybrid, distributed, and now formally verified,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b479a695-3781-4750-9a70-3c394452d809 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Safety verification of autonomous vehicles for coordinated evasive maneuvers,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 44e5d234-56a5-495d-b72b-440e414c8f32 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Utilizing S-TaLiRo as an automatic test generation framework for autonomous vehicles,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 82a0357a-b44c-4228-8136-470cfc9e140d · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Rapidly-exploring random trees for testing automated vehicles,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4ac93e5b-2f17-4b27-8875-a7cb10835bdd · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Automatic generation of safety-critical test scenarios for collision avoidance of road vehicles,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fc4ae2c2-2181-46e0-9d90-6cf77d1b7c4e · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Functional gradient descent optimization for automatic test case generation for vehicle controllers,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 207405a3-cb44-4a3c-a2df-8b7e5b4cb80f · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Computer-aided design for safe autonomous vehicles,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 39784725-c798-4572-8266-f00b3a13e2ca · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Testing autonomous vehicle software in the virtual prototyping environment,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ba7bf11b-9a6a-463c-bef4-37c7f1b386c7 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components The SMT-based automatic road network generation in vehicle simulation environment,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 58389354-b550-4fe3-9609-29a8e27c1165 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Data-driven formal reasoning and their applications in safety analysis of vehicle autonomy features,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2a0c742a-aa66-4b2a-8d8e-61fe77be923a · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components APEX: Autonomous vehicle plan verification and execution,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9965c9a8-4ba6-44de-ac61-d27735edbfc8 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components A committee of neural networks for traffic sign classification,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 56e994f2-fe66-4a0d-a957-6a086cff858d · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Traffic light recognition in varying illumination using deep learning and saliency map,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 04edbc37-7e38-4f24-ba4e-21fd85222b7f · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Pedestrian detection with a large-field-of-view deep network,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6994c7ab-14c9-4e92-b07b-71f1661b97a3 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Learning and verification of feedback control systems using feedforward neural net- works,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 033a8420-34c5-4d74-8e3a-1f503f73c874 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Compositional falsication of cyber-physical systems with machine learning components,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 35c8cc1a-9eb3-42a9-bd83-eb7c31bc0121 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Semantic adversarial deep learning,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation cc9df121-a5ab-4e9f-ab60-651f75a19e5e · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Safe at any speed: A simulation-based test harness for autonomous vehicles,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b534a0a4-2aa4-4960-9825-8a180929f3b1 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Alur, Principles of Cyber-Physical Systems
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a88041c-73ae-4a8a-988d-09a7252d420d · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Robustness-guided temporal logic testing and verification for stochastic cyber-physical systems,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation dfb20c58-219d-466f-83b4-570ddfbd4b7d · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Specification-based monitoring of cyber-physical systems: A survey on theory, tools and applications,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9b395f98-552b-4630-b12e-06b08d301674 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Robustness of temporal logic spec- ifications for continuous-time signals,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2ed3541e-01e3-411b-9ee1-0ed382aa3be7 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Boyd and L
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c3c750c-24a0-46c5-a96d-ba73a0283f12 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components What’s decidable about hybrid automata?
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4019d591-8f15-4025-9fa1-6a22756729a9 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Towards formal specification visualization for testing and monitoring of cyber-physical systems,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 03079786-2cde-4553-a923-aa34cf48fca1 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Simulation- based approaches for verification of embedded control systems: An overview of traditional and advanced modeling, testing, and verification techniques,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation afb200e6-90a4-4a99-ab4e-a310f757654f · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2047037d-b54a-4431-97f2-119790e73603 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components On a Formal Model of Safe and Scalable Self-driving Cars
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21d367e5-53c1-4f25-8a8c-700d6f14fd39 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Comparison and evaluation of advanced motion models for vehicle tracking,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ecef8e55-242e-4951-972e-1ffd03d80a3f · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Advanced surrogate target development for evaluating pre-collision systems,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fee94fa6-7c96-440a-899f-6078e88f2062 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Model based vehicle detection and tracking for autonomous urban driving,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8e8c2fba-6787-4653-94ca-de2015554a98 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Evidence based evaluation method for grid-based environmental representation,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d349a26e-8706-4b4e-b2ea-f449d2a9d18b · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components ISO Functional Safety,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a59ad34e-20e4-42cd-84c7-d5d26bbdefd9 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components In the passenger seat: Inves- tigating ride comfort measures in autonomous cars,
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 67a15356-6982-488d-a2be-3a504886b30d · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Motion sickness and concerns for self-driving vehi- cles: A literature review,
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7fbf3602-3abc-4b38-8716-454c936a3753 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components An efficient algorithm for monitoring practical tptl specifications,
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 27a8ce03-9d2c-4bee-9499-754e100b2db2 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Cyberbotics ltd. Webots: professional mobile robot simula- tion,
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c985d7d5-5b71-45d1-b56c-d3af9be0c230 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 651e50b8-1a0c-4c76-b444-00c453e326cf · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components A density-based algorithm for discovering clusters in large spatial databases with noise
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 230579c0-1000-4a21-b178-1afe37262c91 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Dbscan revisited, revisited: why and how you should (still) use dbscan,
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 815e528e-df25-4fb5-9540-7f68be663e78 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components The unscented kalman filter for nonlinear estimation,
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a33f8330-5481-42f8-a8ce-f8f9ac6eace1 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Breach, a toolbox for verification and parameter synthesis of hybrid systems,
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c6573a29-1c94-4ae5-95a3-10d9c5e64370 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components Counterexample-guided data augmentation,
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3337a66a-3355-48cd-9ebf-43a22340fd66 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components CARLA: An open urban driving simulator,
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0472940f-9e90-46df-b849-8939efd2e476 · outbound
Requirements-driven Test Generation for Autonomous Vehicles with Machine Learning Components VISPEC: A graphical tool for elicitation of MTL requirements,
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
No inbound Pith citation observations are available.