Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:15:27.650404Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 0 inbound Pith citation observations for arXiv:2505.05183.
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 2026-08-15T23:15:27.650404Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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 ad494150-ac7c-4a4a-bd70-8ba340527e0c · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Odi resume,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2160dd4a-7e4c-456b-9061-e6d8842a7618 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Tesla Driver Was on Autopilot Eating a Bagel When He Smashed into a Fire Truck,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 686c1e4b-f659-4570-8517-c0093ffdc5b6 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Tesla Autopilot Crashes Into Police Car, Hits Cop as Driver ’Watches Movie’,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d9dcd207-35eb-4bd6-98a1-6525f7d01d72 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Investigation launched after Tesla cars crash into ambulances while on Autopilot,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4b6ecc41-8254-4614-af04-6c413ff1060a · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Mystery Accidents: Teslas in ’Autopilot’ crashing into emergency vehicles,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation da7dd80c-5406-4124-a2d4-c245d04545ec · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Teslas Are Crashing Into Emergency Vehicles Too Much, So NHTSA Asks Other Car Companies About It,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 147e9dfa-ff30-44b8-bcdd-8ea1c6b8d7da · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Flare7k: A phe- nomenological nighttime flare removal dataset,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 52efa964-6eb4-463c-97ce-d75f06e0a2f6 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Im- proving lens flare removal with general-purpose pipeline and multiple light sources recovery,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 46a7e006-4c8d-4ad8-968a-c26a29fc7dc7 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting How to train neural networks for flare removal,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2f87a7ab-c76f-48f2-abd4-0e25427d7b66 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Tesla vision update: Replacing ultrasonic sensors with tesla vision,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 872c377e-e4a8-4e8a-a41a-30016877ea16 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Available: https://www.amazon.com/dp/ B081YDHHBR/
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e85d7e85-4e62-4ce0-953f-826bc5d666ef · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Available: https://www.amazon.com/dp/ B0BF4XB3VP/
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c19d2088-b435-441c-b579-7a61544fee7b · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Available: https://www.amazon.com/dp/ B094YDVV7L/
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5635e73a-147b-40dd-a2cc-4a5462a08e28 · outbound
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0bd24789-3f3c-46ef-8ba2-dc9e8a1eac10 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Available: https://www.amazon.com/dp/ B08N1KMSZ7/
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 56fa9bb5-79d5-4efe-a194-03349254ee22 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Tesla dashcam footage suggests reasons for autopilot crashes
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation eaf58c94-b018-414f-ba8d-ad10ddd1565d · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Flipping bits in memory without accessing them: An experimental study of dram disturbance errors,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 01aa5df2-aa26-4371-9ad5-5dcc16bbab90 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Flip feng shui: Hammering a needle in the software stack,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22128502-a7b7-4afe-9aab-a90639684efb · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Drammer: Deterministic rowhammer attacks on mobile platforms,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54fac0f5-bcfb-44d9-8fe4-ef8871a9dab4 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Grand pwning unit: Accelerating microarchitectural attacks with the gpu,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2a26523c-c65b-4846-8702-178d19e0b7ca · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Another flip in the wall of rowhammer defenses,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f20e84c8-4270-436b-8005-7601f6b631f3 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting DRAMA: Exploiting DRAM addressing for Cross-CPU attacks,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ca8be83b-c2c2-4d76-b587-75c80f75574b · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Physically-based real-time lens flare rendering,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 999457f6-99a0-4dd8-adbb-c8d96b6ad10c · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting YOLOv9: Learning what you want to learn using programmable gradient information,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2eecbe15-4ec8-450b-86e7-7a2ef51c8bbc · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Faster r-cnn: Towards real- time object detection with region proposal networks,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d16a41d-1ce0-4f23-af78-5a80f99ec1b9 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Ssd: Single shot multibox detector,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f351518a-2d6c-485e-acac-16c989c5af6d · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Focal loss for dense object detection,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36647633-f272-4e6c-b357-434a479aecc3 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Robust perception architecture design for automotive cyber-physical systems,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3b84cc68-cc35-4ae6-bff2-e5d43fde9ed0 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting MMDetection: Open MMLab Detection Toolbox and Benchmark
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cbd5ec9-a5fa-4826-9dea-8abfa9639459 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Perception, information processing and modeling: Critical stages for autonomous driving applications,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 17f6e907-9631-4bc2-bf35-10868466e1a0 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69732a34-c6bd-4593-95fb-cfb11672c466 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Simple online and realtime tracking,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 453b64b7-4ce9-4ec6-8605-681dd6a519c8 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Bytetrack: Multi-object tracking by associating every detection box,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 75f4cd41-8a8b-4680-a7e2-d227e9bc7313 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Available: https://www.amazon.com/Extech- HD450-Datalogging-Heavy-Light/dp/B003N3UOCK
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0cd3bd44-9a6a-4dd2-ae94-f520942065c3 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Bdd100k: A diverse driving dataset for heterogeneous multitask learning,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db6fdb2b-02b7-437e-b3e8-ad2e889e47db · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Towards calibration-free geo-localization of stationary outdoor webcams,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0ec0793f-40b4-463c-aa65-f058772a9cee · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Unpaired image- to-image translation using cycle-consistent adversarial networks,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1c65a436-8309-49c6-997e-437943b60784 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Why tesla’s autopilot can’t see a stopped firetruck
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 488db702-2cf8-45af-94d5-e3eef9555bdb · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Remote attacks on automated vehicles sensors: Experiments on camera and lidar,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6b9b41ad-fcf8-4f75-a427-d7afa437d543 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Adversarial sensor attack on lidar-based perception in autonomous driving,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7eefccd0-c31f-4a90-968d-0ddf7685a1e2 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Towards robust lidar- based perception in autonomous driving: General black-box adver- sarial sensor attack and countermeasures,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bee4a148-9eb3-47d9-a1de-50e351f8ace7 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Invisible for both camera and lidar: Security of multi-sensor fusion based perception in autonomous driving under physical-world attacks,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d88ab072-1ed1-4f5c-8f14-bdf5d404df58 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting You can’t see me: Physical removal attacks on {LiDAR-based}autonomous vehicles driving frameworks,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 253abb15-7469-4bb0-80ec-a4d6776756c4 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting LiDAR Spoofing Meets the New-Gen: Capability Improvements, Broken Assumptions, and New Attack Strategies
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a5bd36a-de8a-4352-aff6-e65eb6435bb8 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Rolling Colors: Adversarial Laser Exploits against Traffic Light Recognition
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 087b259f-326f-469e-896d-67b38d4ad598 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting {SLAP}: Improving physical adversarial examples with {Short-Lived}adversarial perturbations,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation db28fb7c-5851-4ca5-97a2-fbe76fd32527 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Poltergeist: Acoustic adversarial machine learning against cameras and computer vision,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d0ddc36c-8750-40e5-8fe8-6180877c3799 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Physical adversarial exam- ples for object detectors,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6fc60bcf-a109-42ab-bfae-14eba2be6c44 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Shapeshifter: Robust physical adversarial attack on faster r-cnn object detector,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation dbad6319-9bb2-4630-a671-58f930abbb4f · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Seeing isn’t believing: Towards more robust adversarial attack against real world object detectors,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 796decbf-049c-47ee-872c-63dd6f78178f · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting The translu- cent patch: A physical and universal attack on object detectors,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6c14af1a-b34d-4b3c-b7fc-ad1d7264ceac · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Invisible Reflections: Leveraging Infrared Laser Reflections to Target Traffic Sign Perception
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d681bbc-9c3c-4845-8f4a-11416644ae0d · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Drift with devil: Security of{Multi-Sensor}fusion based localization in{High-Level} autonomous driving under{GPS}spoofing,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ff667d4c-35d3-4d40-9e35-b4956edae44c · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting SoK: On the Semantic AI Security in Autonomous Driving
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aea3e3da-f097-4eac-a46a-5ed0f794a149 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Phantom of the adas: Securing advanced driver-assistance systems from split-second phantom attacks,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4dcca51e-fadc-4b7d-b0da-a7cabcd92d39 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Protecting autonomous cars from phantom attacks,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 932bc272-d940-4272-b3c2-65ab1905f833 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting MobilBye: Attacking ADAS with Camera Spoofing
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 031952af-3215-4a21-b4af-52713751b11a · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting I can see the light: Attacks on autonomous vehicles using invisible lights,
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0eb19840-4d5d-47a9-b933-fd27a2d77130 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Dirty road can attack: Security of deep learning based automated lane centering under{Physical-World}attack,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation df0c6cbd-bddf-4d92-b842-1d205dd8b315 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Tencent keen security lab: Experimental security research of tesla autopilot,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 521e7149-5a00-41e6-b2cd-5f3e06d9c65c · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Fooling a Real Car with Adversarial Traffic Signs
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6da6c1d1-0ea5-487a-80d0-526f900874a8 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Model Hacking ADAS to Pave Safer Roads for Autonomous Vehicles,
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ea5dad29-ec96-41ec-9455-fdee1ca338ae · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Too good to be safe: Tricking lane detection in autonomous driving with crafted perturbations,
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 533398ea-3b8c-4f2f-a7bb-356080e9648a · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting badvertisement: Attacking advanced driver-assistance systems using print advertise- ments,
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 64594a97-8046-4cf8-8fd0-fcf66f7ce198 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting MadRadar: A Black-Box Physical Layer Attack Framework on mmWave Automotive FMCW Radars
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5f0cf2c-318b-4cf2-aa16-9168818d759b · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Can you trust autonomous vehicles: Contactless attacks against sensors of self-driving vehicle,
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7c1059c5-21b3-466d-bbf5-4914214217e7 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Tesla model 3 spoofed off the highway - regulus navigation system hack causes car to turn on its own,
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9e468c76-02ab-4b66-ba76-016fb30a504a · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Due to space limitations, we only present the analysis per- formed using Faster R-CNN
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 684199ee-6416-4877-b05d-e17871dc3959 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Due to space limitations, we only present the analysis performed using Faster R-CNN
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 862a2a06-48e4-4072-b6d2-7625506eb8a1 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Experimental Setup:A Samsung Galaxy S22 Ultra was positioned in front of a grey Ford Fiesta with emergency vehicle lighting mounted on its roof
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 223e770e-51a1-477b-8193-e4847e91eda9 · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Unresolved cited work
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 51b25798-07cb-4924-8b33-13ead424d23a · outbound
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Available: https://doi.org/10.1145/2010324.1965003
Reference 2011
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
No inbound Pith citation observations are available.