Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T15:27:56.768001Z
Paper Citation Record · LEDGER
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation
As of 16 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:1908.01046.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
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
Reference resolution
16 of 16 outbound references displayed
- verified exact0
- verified fuzzy15
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 232e1ce3-6297-41b7-9c2c-21b75636a16a · outbound
This paper cites Challenges in Au- tonomous Vehicle Testing and Validation,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation Challenges in Au- tonomous Vehicle Testing and Validation,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:57.028973Z
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 1214c400-7527-4755-8526-7bd1c9dd86db · outbound
This paper cites Driving to Safety: How Many Miles of Driving Would It Take to Demonstrate Autonomous Vehicle Reliability?,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation Driving to Safety: How Many Miles of Driving Would It Take to Demonstrate Autonomous Vehicle Reliability?,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:57.015574Z
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 c39a3d6d-309e-4f58-bdfd-f2f2a292b900 · outbound
This paper cites Evaluation of Different Approaches to Address Safety Validation of Automated Driving,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation Evaluation of Different Approaches to Address Safety Validation of Automated Driving,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:57.001426Z
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 2f2cb0fe-ad8f-48d0-9c66-ed2b5462b852 · outbound
This paper cites Adaptive Generation of Challenging Scenarios for Testing and Evaluation of Autonomous Vehicles,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation Adaptive Generation of Challenging Scenarios for Testing and Evaluation of Autonomous Vehicles,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:56.987214Z
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 799b08f9-d48d-48d9-96f2-c2c0e63dc97a · outbound
This paper cites Scalable End-to-End Autonomous Vehi- cle Testing via Rare-event Simulation,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation Scalable End-to-End Autonomous Vehi- cle Testing via Rare-event Simulation,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:56.973548Z
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 8a936c65-a0c9-434e-b2a1-aec2c82e6850 · outbound
This paper cites Simulation-based Adversarial Test Generation for Autonomous Vehicles with Machine Learning Com- ponents,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation Simulation-based Adversarial Test Generation for Autonomous Vehicles with Machine Learning Com- ponents,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:56.958892Z
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 65d9171e-46d3-48c3-aea3-1efbde24ec14 · outbound
This paper cites In- telligence Testing for Autonomous Vehicles: A New Approach,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation In- telligence Testing for Autonomous Vehicles: A New Approach,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:56.944262Z
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 96cc567b-66cb-4466-ab03-d19e6c4d12cb · outbound
This paper cites Adaptive Stress Testing of Airborne Collision Avoidance Systems,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation Adaptive Stress Testing of Airborne Collision Avoidance Systems,
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:56.929464Z
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 00035be9-bb0b-44fc-acf0-ba0372b57634 · outbound
This paper cites On a Formal Model of Safe and Scalable Self-driving Cars.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation On a Formal Model of Safe and Scalable Self-driving Cars
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T15:27:56.735309Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 081f42ac-237a-42f0-92bd-baf2e996fc74 · outbound
This paper cites Differential Adaptive Stress Testing of Collision Avoidance Sys- tems,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation Differential Adaptive Stress Testing of Collision Avoidance Sys- tems,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:56.915013Z
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 b7f75136-c327-4ba0-925e-e4d977a3f8fa · outbound
This paper cites Adaptive Stress Testing for Autonomous Vehicles,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation Adaptive Stress Testing for Autonomous Vehicles,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:56.898728Z
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 21f4c435-a070-40ba-924b-584df74fa297 · outbound
This paper cites Con- gested Traffic States in Empirical Observations and Microscopic Simulations,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation Con- gested Traffic States in Empirical Observations and Microscopic Simulations,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:56.882083Z
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 6fe06bec-5673-4107-b070-7a5044a682d9 · outbound
This paper cites On the generalized distance in statis- tics,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation On the generalized distance in statis- tics,
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:56.866661Z
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 b2d3b728-41d7-4298-b960-88d73e39062f · outbound
This paper cites A Survey of Monte Carlo Tree Search Methods,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation A Survey of Monte Carlo Tree Search Methods,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:56.851512Z
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 f8f65ea6-bbbb-46c4-a956-7bd9965b2511 · outbound
This paper cites Trust Region Policy Optimization,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation Trust Region Policy Optimization,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:56.835404Z
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 bb2b0767-a622-44e0-bd64-4113f999f89f · outbound
This paper cites Similarity Measurement of Moving Object Trajectories,.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation Similarity Measurement of Moving Object Trajectories,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T15:27:56.820666Z
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.
Pith citing papers
No inbound Pith citation observations are available.