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Paper Citation Record · LEDGER

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting

As of 20 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.

pith.paper-citation-record.v1
2505.05183 v1

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:15:27.650404Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

72 of 72 outbound references displayed

  • verified exact1
  • verified fuzzy55
  • unresolved15
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ad494150-ac7c-4a4a-bd70-8ba340527e0c · outbound

This paper cites Odi resume,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Odi resume,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.520564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.233614Z digest=sha256:cb0378876b1863d5d80981e0b949b60dd9dc32f389a5a90fa0b2e54a57272225

Observation 2160dd4a-7e4c-456b-9061-e6d8842a7618 · outbound

This paper cites Tesla Driver Was on Autopilot Eating a Bagel When He Smashed into a Fire Truck,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.500120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.240053Z digest=sha256:64211159a55647b90c386a1483da7be6071ef8770c3f7b7f89c60052865df0fe

Observation 686c1e4b-f659-4570-8517-c0093ffdc5b6 · outbound

This paper cites Tesla Autopilot Crashes Into Police Car, Hits Cop as Driver ’Watches Movie’,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.481044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.246215Z digest=sha256:40ea2d013cf2d2c1bc969f4d4c811ea8a399fb6bde8d26d67b1d8b758313f9b1

Observation d9dcd207-35eb-4bd6-98a1-6525f7d01d72 · outbound

This paper cites Investigation launched after Tesla cars crash into ambulances while on Autopilot,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.462254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.251859Z digest=sha256:aa73bc9ede79b7da7432f6db4880203a42e7097b5cb075aeeb994ce8b3f48a63

Observation 4b6ecc41-8254-4614-af04-6c413ff1060a · outbound

This paper cites Mystery Accidents: Teslas in ’Autopilot’ crashing into emergency vehicles,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Mystery Accidents: Teslas in ’Autopilot’ crashing into emergency vehicles,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.443958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.259387Z digest=sha256:1ba528aad27ad884545e94e790325cd80fb67af40e13d1627a0ab3c5e2c76f3d

Observation da7dd80c-5406-4124-a2d4-c245d04545ec · outbound

This paper cites Teslas Are Crashing Into Emergency Vehicles Too Much, So NHTSA Asks Other Car Companies About It,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.421818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.265050Z digest=sha256:0281d4832bcdaf6b54986f8f97b3091c47368c85a47421ce18fbfce9eabd3e0d

Observation 147e9dfa-ff30-44b8-bcdd-8ea1c6b8d7da · outbound

This paper cites Flare7k: A phe- nomenological nighttime flare removal dataset,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Flare7k: A phe- nomenological nighttime flare removal dataset,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.403228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.271006Z digest=sha256:a3b3dc1780fccb5eff97c43f3615462ffb6825a447896ae43a729f3eaac46772

Observation 52efa964-6eb4-463c-97ce-d75f06e0a2f6 · outbound

This paper cites Im- proving lens flare removal with general-purpose pipeline and multiple light sources recovery,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.381879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.278290Z digest=sha256:b7e06416adf30b5599aa77327a96e2ba227b59a175b20146a4f691085ea8671f

Observation 46a7e006-4c8d-4ad8-968a-c26a29fc7dc7 · outbound

This paper cites How to train neural networks for flare removal,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting How to train neural networks for flare removal,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.362907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.285667Z digest=sha256:e4b8fd2095c1041b76b746275c4d5c4e1ccaa9706878d4ea536a8e2340351d31

Observation 2f87a7ab-c76f-48f2-abd4-0e25427d7b66 · outbound

This paper cites Tesla vision update: Replacing ultrasonic sensors with tesla vision,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Tesla vision update: Replacing ultrasonic sensors with tesla vision,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.344778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.291335Z digest=sha256:2bd990d37873df15bced89c6d55848e1623dcd154bfa9dba8be96297df6e85b2

Observation 872c377e-e4a8-4e8a-a41a-30016877ea16 · outbound

This paper cites Available: https://www.amazon.com/dp/ B081YDHHBR/.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Available: https://www.amazon.com/dp/ B081YDHHBR/

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.326306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.296677Z digest=sha256:65c97967258dfb3995701b6c6c429ec6ca187d7bf00cff68c9326ce57f011849

Observation e85d7e85-4e62-4ce0-953f-826bc5d666ef · outbound

This paper cites Available: https://www.amazon.com/dp/ B0BF4XB3VP/.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Available: https://www.amazon.com/dp/ B0BF4XB3VP/

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.306582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.301359Z digest=sha256:deb720474361b1ceebfb0ff36783fc5ba4208212d40e176893762457257b0b88

Observation c19d2088-b435-441c-b579-7a61544fee7b · outbound

This paper cites Available: https://www.amazon.com/dp/ B094YDVV7L/.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Available: https://www.amazon.com/dp/ B094YDVV7L/

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.286757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.306076Z digest=sha256:c549b60756d2d663aeae006bd4c0045c957f941718a283ceb3e3e311974edb1a

Observation 5635e73a-147b-40dd-a2cc-4a5462a08e28 · outbound

This paper cites Imagebon.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Imagebon

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.258230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.310812Z digest=sha256:ae0854e37d0b1104a021c51f3d63a1918471bc1152a79aeefb3de33ff4ab9ce0

Observation 0bd24789-3f3c-46ef-8ba2-dc9e8a1eac10 · outbound

This paper cites Available: https://www.amazon.com/dp/ B08N1KMSZ7/.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Available: https://www.amazon.com/dp/ B08N1KMSZ7/

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.230328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.315944Z digest=sha256:ac376aa46e1dff16ec5f47263b0bf535e5e552473340244d9241eb52b9230d0c

Observation 56fa9bb5-79d5-4efe-a194-03349254ee22 · outbound

This paper cites Tesla dashcam footage suggests reasons for autopilot crashes.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Tesla dashcam footage suggests reasons for autopilot crashes

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.207441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.321303Z digest=sha256:09092c9bf07e79b5befcd9d11ad02b0b8927db45d5795f6cde84e898e5f560bf

Observation eaf58c94-b018-414f-ba8d-ad10ddd1565d · outbound

This paper cites Flipping bits in memory without accessing them: An experimental study of dram disturbance errors,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.182874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.326012Z digest=sha256:81281a3c1685a3424e2a5f069c8ad880fc076fbbad9ccb9efa96f2f4e7373565

Observation 01aa5df2-aa26-4371-9ad5-5dcc16bbab90 · outbound

This paper cites Flip feng shui: Hammering a needle in the software stack,.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.331404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.331404Z digest=sha256:e31857ca584995d2d7ec910a5d27616571d34b34486c222ffe3e05c837a4390f

Observation 22128502-a7b7-4afe-9aab-a90639684efb · outbound

This paper cites Drammer: Deterministic rowhammer attacks on mobile platforms,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Drammer: Deterministic rowhammer attacks on mobile platforms,

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.336650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.336650Z digest=sha256:6b7f23b9735a67cdfc70bae0bc2f9fbf09e0d9011e6212267de8377ee33cca6e

Observation 54fac0f5-bcfb-44d9-8fe4-ef8871a9dab4 · outbound

This paper cites Grand pwning unit: Accelerating microarchitectural attacks with the gpu,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Grand pwning unit: Accelerating microarchitectural attacks with the gpu,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.150238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.341616Z digest=sha256:cdfadd90d44312f4c072e1162115c694cd7641283ee7acee5e00f906fb8725ce

Observation 2a26523c-c65b-4846-8702-178d19e0b7ca · outbound

This paper cites Another flip in the wall of rowhammer defenses,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Another flip in the wall of rowhammer defenses,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.132168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.346382Z digest=sha256:2b121c43c3060cc5f8d7c80dc00322886c8b5d7fc3e25aba77d8f9d8f9afa620

Observation f20e84c8-4270-436b-8005-7601f6b631f3 · outbound

This paper cites DRAMA: Exploiting DRAM addressing for Cross-CPU attacks,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting DRAMA: Exploiting DRAM addressing for Cross-CPU attacks,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.114304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.358801Z digest=sha256:cf09d5ed6a9235e3a18982c328d9d3c79c3f589773840eb3644bcb3773779829

Observation ca8be83b-c2c2-4d76-b587-75c80f75574b · outbound

This paper cites Physically-based real-time lens flare rendering,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Physically-based real-time lens flare rendering,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.096221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.364589Z digest=sha256:4d796b81c711fead68bb498d84ddb86b524c22b36af82b24e3eb83e7b76748c5

Observation 999457f6-99a0-4dd8-adbb-c8d96b6ad10c · outbound

This paper cites YOLOv9: Learning what you want to learn using programmable gradient information,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.070395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.377264Z digest=sha256:fc7127c8bff0c3841a36d21ae9c891162209849830f537563f31cb94eef0d85b

Observation 2eecbe15-4ec8-450b-86e7-7a2ef51c8bbc · outbound

This paper cites Faster r-cnn: Towards real- time object detection with region proposal networks,.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.384535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.384535Z digest=sha256:aba7a93a767295e30e8c9911cdcbf21a0cee7c6ab8ee7f2adab1a44073b6dd6b

Observation 0d16a41d-1ce0-4f23-af78-5a80f99ec1b9 · outbound

This paper cites Ssd: Single shot multibox detector,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Ssd: Single shot multibox detector,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:29.024443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.389885Z digest=sha256:270f6c92afac05c7cd54874dd7cda4da380da75baea26a0c3a4e8b4971bc9606

Observation f351518a-2d6c-485e-acac-16c989c5af6d · outbound

This paper cites Focal loss for dense object detection,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Focal loss for dense object detection,

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.396044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.396044Z digest=sha256:bd41300c15c99cab460b7c8ae75502de4363e7aa010c32510e96a8b019e81812

Observation 36647633-f272-4e6c-b357-434a479aecc3 · outbound

This paper cites Robust perception architecture design for automotive cyber-physical systems,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Robust perception architecture design for automotive cyber-physical systems,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.983768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.400974Z digest=sha256:6184ad7468368585e4991054bfd1c2ee32fd23e665ca23234cea069153f9a803

Observation 3b84cc68-cc35-4ae6-bff2-e5d43fde9ed0 · outbound

This paper cites MMDetection: Open MMLab Detection Toolbox and Benchmark.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting MMDetection: Open MMLab Detection Toolbox and Benchmark

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.406211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.406211Z digest=sha256:01dfc7e730678e37a2813398c7a447785912f1382802bdff38ffb16b35972ab1

Observation 5cbd5ec9-a5fa-4826-9dea-8abfa9639459 · outbound

This paper cites Perception, information processing and modeling: Critical stages for autonomous driving applications,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.954373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.412375Z digest=sha256:6ced3fb66d4358ef89f4f1279cf478740031329f8af61a20529e32ae60e13a1b

Observation 17f6e907-9631-4bc2-bf35-10868466e1a0 · outbound

This paper cites Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.417531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.417531Z digest=sha256:1cd2d0119aa58e8b29cd1a83e95441a0141c4a643650b2ff592180ef3d88d855

Observation 69732a34-c6bd-4593-95fb-cfb11672c466 · outbound

This paper cites Simple online and realtime tracking,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Simple online and realtime tracking,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.928689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.422680Z digest=sha256:3a5b1c47b7f85c2bf7a1d45e8110cd596d5ba3b166f36da329186f2918d4d282

Observation 453b64b7-4ce9-4ec6-8605-681dd6a519c8 · outbound

This paper cites Bytetrack: Multi-object tracking by associating every detection box,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Bytetrack: Multi-object tracking by associating every detection box,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.907249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.427797Z digest=sha256:f001a42472961c72cc323768e2b1841a602347055e9c2badb3ba65ebaa31224f

Observation 75f4cd41-8a8b-4680-a7e2-d227e9bc7313 · outbound

This paper cites Available: https://www.amazon.com/Extech- HD450-Datalogging-Heavy-Light/dp/B003N3UOCK.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.882308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.432760Z digest=sha256:32965d9fc5ff0724dc987b70499def61ea8d0b885eaabb5342a79be20ce72834

Observation 0cd3bd44-9a6a-4dd2-ae94-f520942065c3 · outbound

This paper cites Bdd100k: A diverse driving dataset for heterogeneous multitask learning,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Bdd100k: A diverse driving dataset for heterogeneous multitask learning,

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.437723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.437723Z digest=sha256:c70bdf6621ccdfb8c906d6058e3064846d479d8c5b0cc21a32031c3882a7cce8

Observation db6fdb2b-02b7-437e-b3e8-ad2e889e47db · outbound

This paper cites Towards calibration-free geo-localization of stationary outdoor webcams,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Towards calibration-free geo-localization of stationary outdoor webcams,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.847274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.443474Z digest=sha256:2010143202f47d9f7b351569ffbbc89a7853c617592ca81a722aab16b92232e9

Observation 0ec0793f-40b4-463c-aa65-f058772a9cee · outbound

This paper cites Unpaired image- to-image translation using cycle-consistent adversarial networks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.827460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.448337Z digest=sha256:7f79b55b9a2210734250714ac34090f313966c9047e261e057585fff87f85e54

Observation 1c65a436-8309-49c6-997e-437943b60784 · outbound

This paper cites Why tesla’s autopilot can’t see a stopped firetruck.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.803881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.454374Z digest=sha256:4679885a2f573d528999983f994b5366a0e9001adb08125f1fc90046be1068cb

Observation 488db702-2cf8-45af-94d5-e3eef9555bdb · outbound

This paper cites Remote attacks on automated vehicles sensors: Experiments on camera and lidar,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.779259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.459413Z digest=sha256:28dc388dbc601450c8af2ccd0782cf34db52c47c404f9e9e67e44e767c913209

Observation 6b9b41ad-fcf8-4f75-a427-d7afa437d543 · outbound

This paper cites Adversarial sensor attack on lidar-based perception in autonomous driving,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.758552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.464309Z digest=sha256:56a1717031890434c577e729d605b5302596a299de12113c02e7817035256e8a

Observation 7eefccd0-c31f-4a90-968d-0ddf7685a1e2 · outbound

This paper cites Towards robust lidar- based perception in autonomous driving: General black-box adver- sarial sensor attack and countermeasures,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.737076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.469354Z digest=sha256:2f9abe9968ff0e185f30bd6bb65c491cb7368f212b542c1d5f87642ad960e1a2

Observation bee4a148-9eb3-47d9-a1de-50e351f8ace7 · outbound

This paper cites Invisible for both camera and lidar: Security of multi-sensor fusion based perception in autonomous driving under physical-world attacks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.714495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.475084Z digest=sha256:eaa49381b67cbfb9cb939596a866c88ea2db9b04382e30684fb733b3503bda08

Observation d88ab072-1ed1-4f5c-8f14-bdf5d404df58 · outbound

This paper cites You can’t see me: Physical removal attacks on {LiDAR-based}autonomous vehicles driving frameworks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.690612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.479876Z digest=sha256:80b7e162093116e8d9843f4be0581b739b131b3602202ea8c60fb09c0d43e786

Observation 253abb15-7469-4bb0-80ec-a4d6776756c4 · outbound

This paper cites LiDAR Spoofing Meets the New-Gen: Capability Improvements, Broken Assumptions, and New Attack Strategies.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.486859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.486859Z digest=sha256:540237b5a498d3903fba5057c9f6d9a9924ab279e0a8f0ab8dc7e8be1f34382b

Observation 2a5bd36a-de8a-4352-aff6-e65eb6435bb8 · outbound

This paper cites Rolling Colors: Adversarial Laser Exploits against Traffic Light Recognition.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Rolling Colors: Adversarial Laser Exploits against Traffic Light Recognition

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-08-15T23:15:27.806526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.492837Z digest=sha256:20e7ff995af7c8facbcd785e28bb138c8a0f4f72b99f107c8842898bcbd888d9

Observation 087b259f-326f-469e-896d-67b38d4ad598 · outbound

This paper cites {SLAP}: Improving physical adversarial examples with {Short-Lived}adversarial perturbations,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.663006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.499517Z digest=sha256:c6c8a45329ce707dc0d439292796a9903b8a16396205893700fad55a15b00173

Observation db28fb7c-5851-4ca5-97a2-fbe76fd32527 · outbound

This paper cites Poltergeist: Acoustic adversarial machine learning against cameras and computer vision,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.641743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.505674Z digest=sha256:1acd925eb40ee750506094c3207c3e9b1dfc61b68a390eb674b4f0fa08f1c950

Observation d0ddc36c-8750-40e5-8fe8-6180877c3799 · outbound

This paper cites Physical adversarial exam- ples for object detectors,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Physical adversarial exam- ples for object detectors,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.614977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.511190Z digest=sha256:8bdd42ca901e76808e156f5b5ccdfc26b7ffa27346a97a48826bdf08e6d4e0c0

Observation 6fc60bcf-a109-42ab-bfae-14eba2be6c44 · outbound

This paper cites Shapeshifter: Robust physical adversarial attack on faster r-cnn object detector,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.588702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.518860Z digest=sha256:e000de17c1fa33c3c82ef4db069772193b792568de4991e3c24bb03d0291b741

Observation dbad6319-9bb2-4630-a671-58f930abbb4f · outbound

This paper cites Seeing isn’t believing: Towards more robust adversarial attack against real world object detectors,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.559602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.524090Z digest=sha256:48a1138e8557713e9c8ad92100090442e4c14b4c8e11919022fe86bd99de4514

Observation 796decbf-049c-47ee-872c-63dd6f78178f · outbound

This paper cites The translu- cent patch: A physical and universal attack on object detectors,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.536648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.530087Z digest=sha256:23dc09f857e3e62a1723f843d685cb64b4ec2d94ee3c5cb7e346ef616bf9914e

Observation 6c14af1a-b34d-4b3c-b7fc-ad1d7264ceac · outbound

This paper cites Invisible Reflections: Leveraging Infrared Laser Reflections to Target Traffic Sign Perception.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.535680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.535680Z digest=sha256:5286cfb31dfeb4cab9b2e62af1b3328cebee0fd94e68a9102ce6e032e47fef6b

Observation 7d681bbc-9c3c-4845-8f4a-11416644ae0d · outbound

This paper cites Drift with devil: Security of{Multi-Sensor}fusion based localization in{High-Level} autonomous driving under{GPS}spoofing,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.506117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.542313Z digest=sha256:93d4353a725aeb66a465f44c89c93df4b1220247384fb8d3cb7c6f98f3b2c7d6

Observation ff667d4c-35d3-4d40-9e35-b4956edae44c · outbound

This paper cites SoK: On the Semantic AI Security in Autonomous Driving.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting SoK: On the Semantic AI Security in Autonomous Driving

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.548169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.548169Z digest=sha256:a9fffe874b646ba7a67904c32599618209d09e079edc7bd2d782a4079e4b9bf9

Observation aea3e3da-f097-4eac-a46a-5ed0f794a149 · outbound

This paper cites Phantom of the adas: Securing advanced driver-assistance systems from split-second phantom attacks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.481688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.555952Z digest=sha256:b8269e107004e8c41beb7ab36708362dbc21899801413d0b7e4941d795022cbe

Observation 4dcca51e-fadc-4b7d-b0da-a7cabcd92d39 · outbound

This paper cites Protecting autonomous cars from phantom attacks,.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Protecting autonomous cars from phantom attacks,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.460282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.563896Z digest=sha256:598b0f154708498f0e51eec2f8bfbd888f58743cfe75363f4ab1bd37d1f62e1c

Observation 932bc272-d940-4272-b3c2-65ab1905f833 · outbound

This paper cites MobilBye: Attacking ADAS with Camera Spoofing.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting MobilBye: Attacking ADAS with Camera Spoofing

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.569129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.569129Z digest=sha256:519cc1424d460a46fabbf64b9547a4aa3b8e98fd45fc670ec381fa962f32763e

Observation 031952af-3215-4a21-b4af-52713751b11a · outbound

This paper cites I can see the light: Attacks on autonomous vehicles using invisible lights,.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.574560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.574560Z digest=sha256:c3ab8d4d3c68c8307fca50c91c0a629e6def65702c38be13687aa9ccc332200d

Observation 0eb19840-4d5d-47a9-b933-fd27a2d77130 · outbound

This paper cites Dirty road can attack: Security of deep learning based automated lane centering under{Physical-World}attack,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.423101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.579840Z digest=sha256:e8a6071ebad3c7793eeae1f9e7b41be92610ed09f24757d880bd2838a118aede

Observation df0c6cbd-bddf-4d92-b842-1d205dd8b315 · outbound

This paper cites Tencent keen security lab: Experimental security research of tesla autopilot,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.393469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.586072Z digest=sha256:10d0ca73302658350f9c74bcc7b4ddcb0f95ef746325e7c02421c6ed507dec14

Observation 521e7149-5a00-41e6-b2cd-5f3e06d9c65c · outbound

This paper cites Fooling a Real Car with Adversarial Traffic Signs.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Fooling a Real Car with Adversarial Traffic Signs

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.592188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.592188Z digest=sha256:15d0a9addc07356596072f806369341d5f0fa3fe228ba0019df24b93f7afd645

Observation 6da6c1d1-0ea5-487a-80d0-526f900874a8 · outbound

This paper cites Model Hacking ADAS to Pave Safer Roads for Autonomous Vehicles,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.368363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.598444Z digest=sha256:6a7f944e467d257c940d578d9977e5a72b1592956110eee557114a474fa14448

Observation ea5dad29-ec96-41ec-9455-fdee1ca338ae · outbound

This paper cites Too good to be safe: Tricking lane detection in autonomous driving with crafted perturbations,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.345481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.604560Z digest=sha256:c69f42eb4b79a6b5726000d739cfa1edff190d95c03f04ff2d754c93af60f69e

Observation 533398ea-3b8c-4f2f-a7bb-356080e9648a · outbound

This paper cites badvertisement: Attacking advanced driver-assistance systems using print advertise- ments,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.322168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.610278Z digest=sha256:3f43bdb6c2d2d5c4e7b071a0abe9ca97c1912b3dadae310c008d8fb0787c5ade

Observation 64594a97-8046-4cf8-8fd0-fcf66f7ce198 · outbound

This paper cites MadRadar: A Black-Box Physical Layer Attack Framework on mmWave Automotive FMCW Radars.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T23:15:27.615818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:15:27.615818Z digest=sha256:5293bf2531500dec6d0bca5cba0ccd7e524cbf3450058c9ab9e9599d19308880

Observation b5f0cf2c-318b-4cf2-aa16-9168818d759b · outbound

This paper cites Can you trust autonomous vehicles: Contactless attacks against sensors of self-driving vehicle,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.298546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.621086Z digest=sha256:85b23659cf415fb9f7356c3b6b4645c7cdd9758195825575d481080f8265ffa2

Observation 7c1059c5-21b3-466d-bbf5-4914214217e7 · outbound

This paper cites Tesla model 3 spoofed off the highway - regulus navigation system hack causes car to turn on its own,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.275305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.626248Z digest=sha256:a9f8bc7b0043817a3c9c34950a5d4fe37c6d76e792a11f2159c0125406f89e18

Observation 9e468c76-02ab-4b66-ba76-016fb30a504a · outbound

This paper cites Due to space limitations, we only present the analysis per- formed using Faster R-CNN.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.251381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.631768Z digest=sha256:4d3953744eeaa61eb7d22b0f86d9e7472ce91e2cfdc8f7afcfd6e9785a1d876e

Observation 684199ee-6416-4877-b05d-e17871dc3959 · outbound

This paper cites Due to space limitations, we only present the analysis performed using Faster R-CNN.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.220242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.639061Z digest=sha256:55c5344007b743133c24ee47615b83b93e66305b8bb60bab3b620ef56ffe525e

Observation 862a2a06-48e4-4072-b6d2-7625506eb8a1 · outbound

This paper cites Experimental Setup:A Samsung Galaxy S22 Ultra was positioned in front of a grey Ford Fiesta with emergency vehicle lighting mounted on its roof.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:15:28.195050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.645314Z digest=sha256:39d49aa332d9a404c69b524a96650b93553eeafc27ec0c4f3b0c276358277817

Observation 223e770e-51a1-477b-8193-e4847e91eda9 · outbound

This paper cites an unresolved cited work.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:15:28.161140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.650404Z digest=sha256:36e9f008aa4f976a6266bd5302f665fe16fb0f84b1bf61b25b27c36575d08175

Observation 51b25798-07cb-4924-8b33-13ead424d23a · outbound

This paper cites Available: https://doi.org/10.1145/2010324.1965003.

PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting Available: https://doi.org/10.1145/2010324.1965003

Reference 2011

Resolution
metadata mismatch
raw_fallback, observed 2026-08-15T23:15:28.033447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T23:15:27.371379Z digest=sha256:71119dbcc027009fcad32b4b5c4f5dfe22e52aa84f4b5293a2ae15045bdcfe31

Pith citing papers

No inbound Pith citation observations are available.