Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:20:29.201135Z
Paper Citation Record · LEDGER
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving
As of 9 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2505.22067.
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 2026-08-09T06:31:02.800959+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
51 of 51 outbound references displayed
- verified exact1
- verified fuzzy3
- unresolved47
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 2df8e75b-a081-4da9-8c1c-259ed3bf1475 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:36.253054Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1cffdfdc-aeae-4f01-a892-2b57f8cc6d87 · outbound
This paper cites Robot Behavior-Tree-Based Task Generation with Large Language Models.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Robot Behavior-Tree-Based Task Generation with Large Language Models
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:23.778158Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23801573-67bf-48ff-9077-561ff032daad · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:35.967530Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation adecc721-53b7-4da1-b310-6e246b0c1b6c · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:35.710236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b395e704-9907-4d35-8e8a-40132199e672 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:35.457627Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ea79e774-cfa5-4e05-a7a9-bdb1a7f3cebf · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:35.001008Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 07073245-af7b-4a61-bea1-601fec800196 · outbound
This paper cites VADv2: End-to-End Vectorized Autonomous Driving via Probabilistic Planning.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving VADv2: End-to-End Vectorized Autonomous Driving via Probabilistic Planning
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:24.504440Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea38baee-b5dc-4b8c-923d-6c46bdd44611 · outbound
This paper cites TARGET: Automated Scenario Generation from Traffic Rules for Testing Autonomous Vehicles via Validated LLM-Guided Knowledge Extraction.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving TARGET: Automated Scenario Generation from Traffic Rules for Testing Autonomous Vehicles via Validated LLM-Guided Knowledge Extraction
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:24.662017Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d31010b-4f99-44c5-ba03-9baa4634ba36 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:34.788239Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b677e1fd-178b-4b2b-b36e-bd81f821ac28 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:34.543690Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7777c4f1-8fb6-498b-8f69-bc13186c7a08 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:34.274518Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c0652f1c-7119-4ee1-92b5-c30448b4dff7 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:33.703840Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a3d995df-72b2-4be9-b353-79e9d5f5ce3a · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:33.476728Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6ef478ee-4aa5-4174-8e15-c114805bc03f · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:33.212502Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6a8b6fdc-6a9f-4b56-80dd-972ffa415b2c · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:33.118530Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4a93f7a2-6ce8-47e3-b083-b141d37d2cb7 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:32.988893Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 049e273b-5ae1-4697-97ef-aab808ba9c84 · outbound
This paper cites Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:25.678027Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a42f197-4e08-4a22-855d-9cd1955c7a84 · outbound
This paper cites Bench2Drive: Towards Multi-Ability Benchmarking of Closed-Loop End-To-End Autonomous Driving.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Bench2Drive: Towards Multi-Ability Benchmarking of Closed-Loop End-To-End Autonomous Driving
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:25.785167Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3971d07d-8bc7-49ff-b913-c09cf9b2d82c · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:32.891103Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 13c40843-ce35-4f5d-a139-f2f22a469185 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:32.818595Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ce0629ca-0ed6-43d4-8830-ea678e9f679a · outbound
This paper cites Few-Shot Testing of Autonomous Vehicles with Scenario Similarity Learning.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Few-Shot Testing of Autonomous Vehicles with Scenario Similarity Learning
Reference 21
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T13:20:29.652572Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b37555f0-98a9-4e04-be8b-e78e9e285a9c · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:32.699104Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0d66b9dd-985d-4e99-9d5b-f9a990550c69 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:32.586674Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 080d2704-b6a0-4f85-82de-f3a8f0ce9d3a · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:32.324047Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c53e8509-5467-4bc2-8840-5f68b2e8effb · outbound
This paper cites Dialogue-based generation of self-driving simulation scenarios using Large Language Models.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Dialogue-based generation of self-driving simulation scenarios using Large Language Models
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:26.799544Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a2081bd-e601-42f9-a294-c6f44777d308 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:32.232816Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 77ac224c-2675-4577-86bf-4e3f5179fec8 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:27.029638Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eefb4ad2-faa2-455c-af56-062a4a62f0ce · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:32.061880Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d57d102d-6b7b-4e49-9493-98ab1ae06efe · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:31.942080Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b2a5a153-c794-4439-8bac-446c991ffb94 · outbound
This paper cites LMM-enhanced Safety-Critical Scenario Generation for Autonomous Driving System Testing From Non-Accident Traffic Videos.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving LMM-enhanced Safety-Critical Scenario Generation for Autonomous Driving System Testing From Non-Accident Traffic Videos
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:27.501626Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03972c0d-d9f8-446d-b7b3-26b5f74b10da · outbound
This paper cites Enhancing Autonomous Vehicle Training with Language Model Integration and Critical Scenario Generation.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Enhancing Autonomous Vehicle Training with Language Model Integration and Critical Scenario Generation
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:27.595316Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2ccac73-58c3-4701-9921-851e5c86e25e · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:31.758624Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a3ef4e9b-d469-487a-8795-e1c008cbde91 · outbound
This paper cites Huang, Trevor Darrell, Joseph E.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Huang, Trevor Darrell, Joseph E
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:20:31.682118Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2d13c7e0-c351-45dc-8b8e-fd874acb585b · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:31.527645Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 80d31d8c-9d81-40c4-8565-15c2ea4c67b2 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:31.352235Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 26a67542-1ec2-477c-ac99-e80e6be94bde · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:28.323229Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc815d13-635f-4d54-89b0-536167f07848 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:30.900090Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7ccaa273-bcbf-46f7-94b8-dcfe24ffb0b5 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:30.691876Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 79ff64b8-c3f5-4f9b-8e85-eeb1d3704b8a · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:30.552082Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9b803cd7-cf24-451a-be4b-fc1c21a84868 · outbound
This paper cites Rethinking the Open-Loop Evaluation of End-to-End Autonomous Driving in nuScenes.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Rethinking the Open-Loop Evaluation of End-to-End Autonomous Driving in nuScenes
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:28.750220Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d3a8d02-1f29-4073-9e35-d9f58173084e · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:30.395544Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ed1b9ebb-0b2f-4799-a191-ec9222e1bd71 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:28.934652Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46835cfc-8b8e-4ba0-8661-0a776de6da51 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:30.287870Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 442d73cc-c221-4267-8d87-f93e3104d12e · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:30.136258Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4222a3a0-233e-43dd-aa1f-ab36d7f522c1 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:29.945023Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation be9dddca-c1d7-498e-b699-58495be1a554 · outbound
This paper cites In2020 IEEE 23rd International Conference on Intelligent Transportation Systems (ITSC).
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving In2020 IEEE 23rd International Conference on Intelligent Transportation Systems (ITSC)
Reference 2020
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:20:33.989202Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d3152653-00b1-4f24-b38f-9730fbc319bc · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 2021
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:20:35.219405Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3fe9569c-ba61-41d8-a64e-dc6e4c67fd40 · outbound
This paper cites InConference on Robot Learning.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving InConference on Robot Learning
Reference 2022
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:20:31.106083Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d4108c8d-4e09-4f98-afa0-a1660898e31c · outbound
This paper cites SAFR-AV: Safety Analysis of Autonomous Vehicles using Real World Data -- An end-to-end solution for real world data driven scenario-based testing for pre-certification of AV stacks.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving SAFR-AV: Safety Analysis of Autonomous Vehicles using Real World Data -- An end-to-end solution for real world data driven scenario-based testing for pre-certification of AV stacks
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:27.172779Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1189474b-1e52-41c6-8832-76017b736793 · outbound
This paper cites an unresolved cited work.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Unresolved cited work
Reference 2024
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- unresolved
- raw_fallback, observed 2026-08-07T13:20:32.477983Z
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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 62de8306-eea6-4d1e-a457-1536f83e721f · outbound
This paper cites Text2Scenario: Text-Driven Scenario Generation for Autonomous Driving Test.
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving Text2Scenario: Text-Driven Scenario Generation for Autonomous Driving Test
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:20:23.518123Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
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