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Paper Citation Record · LEDGER

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

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.

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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.233614Z digest=sha256:be8ecdc95efa171b5cc814ab62e609dcaed3d3416845955c58a910e82ddc7c40

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.240053Z digest=sha256:171ce908dd46f96cee64f3c7ac28e5a20a6827fb2798a76c45f77e2c1264aad4

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.246215Z digest=sha256:0bdc944bc18f516d1936458bc19af72ddb38d10eb2567fd6491be339b295376c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.251859Z digest=sha256:79552cd212a6ac2c830722e35c5238cfaca84b699fdd94c68ef0932160ce4a65

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.259387Z digest=sha256:ac8efd1c6eff2798f47655dcbb45bbddd9f824e23c467a74ded0598447ceb95e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.265050Z digest=sha256:bc8b1535549f4823c84df8a64c987409be4486bc9cd4c91b454103608de757ee

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.271006Z digest=sha256:68bef3bf673da68b597de8a2abfeebc6cefb35077882bb6dfb8d03fcba286deb

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.278290Z digest=sha256:45e6a9f2e83e7e004e8e8cc03bb0af0742f7f137bc8eb413ae66534d759ab892

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.285667Z digest=sha256:aa29c7e533f2fa2fc1ab1e551e0ebefa4b23d13ffd8287a80402a1a43105f7c9

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.291335Z digest=sha256:bf09f6a3513faccc377d35315be6c2885fdc3d01d77ee81263057fa613699264

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.296677Z digest=sha256:e931b583db9036d5f5f72360c2aa582171a957cbf842775ccb9b315efb366234

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.301359Z digest=sha256:f84c4606a44eccc399e3992145006a426d72be47f80f89e752c6475aa13c2819

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.306076Z digest=sha256:30d938337c8b8ea90fc443b6c46253c79fc6578d4861500c91958ed670dce907

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.310812Z digest=sha256:2a0e6a92b5a40e841f6d0fa104cbd338bb8cb2ff613ffc0680c3e5fbb0cfe5fd

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.315944Z digest=sha256:0f9a56ba1be3cbb772f4d3e88577d39e05400d85663bea1c93bdf0ed00cea916

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.321303Z digest=sha256:9f5c34858c666dde2af80bfac519b1681240086ffa99ddc8af0610dbc222ed2b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.326012Z digest=sha256:e7c6e0f643805481aabda85f872c7f18389fd860ecc95c14d971a30369c3b533

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:d84b5ce8492d628724cd375a07c1d1ed80d46e4bc9b0a78841368badc863729a

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=sha256:8a8467e33c3ade2807dd09dfe4f7d670a545ddd408370aeec55789948d030f1f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.341616Z digest=sha256:6b9ebb4f8279d6d14315b3c436d582158040a6f0ccfe4f4dcce00f4537403b50

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.346382Z digest=sha256:8d1b69cebdbcd765624e0b7cf047d7f7726d7d116481b5cdd3f786cd3acbce4b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.358801Z digest=sha256:f0ef89b8967b0fa7b5b5953d8edf4da228415fd1d865f2fdcfec7c451a426058

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.364589Z digest=sha256:2081a6652019a85eb6f7f2b7cce20a8ff76e8684f9eb5ac7dbd9e641f654fd5a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.377264Z digest=sha256:81a6863130a8884d449ec1964247e61abab662aad0672709afd8278b3dacdffa

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=sha256:626d352870b4e694f722218253f0507f27e64a4431961d65239afc2d9384a263

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.389885Z digest=sha256:9bfa7559d043760ea2ee69ed832b9f5df75fc0605102fe4c0904dedef9a7b74f

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:e376837dfcba406f8bbfa72401ddef61b369407eb5e72434b8dfbd133c795faf

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.400974Z digest=sha256:e09be20b60122427e1b0fe9eec6875e7ced028ff1acb428d7ae9874d36dc4e4a

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=sha256:340533000780a90de957aceff849a1615d1b625cc2576d114e724c8870a9c947

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.412375Z digest=sha256:a940ebbf2e683e34c48d1627ada928cd7383669de19a100e97f49997ecf5bec6

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=sha256:9612395ef610c09f4f915e9a6aa3407947471a4f87805f00de29f2ab415fb13e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.422680Z digest=sha256:a215e9ae0a2c7c2a7c83ff456bc0925702b57bc96da008c7006728810676801b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.427797Z digest=sha256:fe8ad59fe71302a1d04ae02051501ffc026ab2a60cc6a18cb6f300969f4faea2

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.432760Z digest=sha256:418a0d001c796f87ecb514034c2c7f04804eb2653a1589d5a15396935c6be6a3

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=sha256:9e6c14fd56c4994f6ac1435265612b060ecbb4d36c37207fa86140c74db3f4da

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.443474Z digest=sha256:d6067317802b45111e30ca464e40761d91c0355e80edaa2b2d69f2fb57a55107

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.448337Z digest=sha256:85da7345facf201c1c7ddccd8f5062581f6da97137c399461df8aa3d50ffcca1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.454374Z digest=sha256:ab555b69f32a924ce9b1d5f4aa2d159ca296fe844a5f4a714074b8cb76b2e804

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.459413Z digest=sha256:832d97219708e895a895cee0307cc24e307d229588efb41cc3b180e72cd16ece

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.464309Z digest=sha256:62cb91a0773bcf53e25cba9828aa20b6afbccba53a8b9e41f58bab6911d5fe41

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.469354Z digest=sha256:0cb034d0f554a1592128a7450f585edf87ac32981a8675eb73e58f8fd8bbe442

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.475084Z digest=sha256:c79523f0b378c210d87059f386aff95e5d0037ccf99313d746b71cd24dbc2eac

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.479876Z digest=sha256:dc2a57ee4a88816e0a1cd9350d499843985a0c664ca6cbedef2c412a97afbe86

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=sha256:32221b287396e530e24a5846c09e17ab6b1d17e07b0399762fdae980d35c56da

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.492837Z digest=sha256:8ab2319cc5ca3d0a745e42da3aa1c716b445216667af74ec0542bb80a54ec4cc

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.499517Z digest=sha256:0922f8f19b42e06ae53b04136bb1110f5781e49b69b5880926dd535a7b8615d9

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.505674Z digest=sha256:cf5d0df38a21e212bb3d654c0f631919ce283ffa2b3d51baa20ae6460c94c252

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.511190Z digest=sha256:40324e1201051faa449d690d991401257cd91129f824a390eccd8f1f41a05e3a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.518860Z digest=sha256:15e1833ec21b458ba2d7fdf9902b796bed62eb3eb178c3b3439e0783eade2329

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.524090Z digest=sha256:15baa80dedfaf066950361d6e4dc7f43fc9406ffb9470a76f531077338970355

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.530087Z digest=sha256:11ca1113778f3defb85f616ad9febdb304544181a88c3563263dd61a814b585e

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=sha256:5ca0bc04d35a2408b85a53091e4c9069fbc3e31915b656e92c691790415dc95d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.542313Z digest=sha256:36d6e87649e27291a7cbd87f4a0f3861cb77e6d129c370e15abc5cae266613b6

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:f3d262a6746a450a8a626bf4040bb2cf36bbe5965dd301da4eaa57654c27c14e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.555952Z digest=sha256:04d1bc00b39c72ef209a624e73b83d9a293ce8d617dd6bf0ff71659f396952c7

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.563896Z digest=sha256:1b6396c0401bf20e7c3b15f11b4d94bcba8605a1c3d51110758d890c8cc050e3

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=sha256:7f965dad2d23b3a22ddb1e62643a20281c706400fe9754d24b029597dafced41

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=sha256:57b93b8cc52fdcda327e3abfc8df2a85ad580af10b65b3cea5a0bc00fcc31ebf

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.579840Z digest=sha256:15e5be17a392588cc125aea6011168ece2c7d222fea66961ddedabb0ebca252f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.586072Z digest=sha256:f65c8034be8424ffbefa2ebb5551ef9bd4b5153fdb6fccad0932a2913c22756a

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:cd86e32697accdc9198fb821081d78a4620c8c07833a4894b1bd783c563bd9b8

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.598444Z digest=sha256:210ad416d85424aa220e332add0eb382d6aa9701878a7ddd80dcf343274a8e8a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.604560Z digest=sha256:5478c08f7c869baa31bd55d57deac84a601b6c78edd631fa24e355fe26decbc1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.610278Z digest=sha256:bffbfc150ba2e5ffd6e7e2acff7de44750a7b7587c159761fe588312f8191a7b

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:fd00fe2a26431cb435f41ecfcdd53b809e2d99266d737e4797f1a217ed4cc173

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.621086Z digest=sha256:53feecde00e887e98efd9d278814f153a677c192d9b4cfb1de964f0aec059e7d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.626248Z digest=sha256:4055d4d3e7080b9e22ea63aaccf8036bfc7d82ae00469ac1eff905a36f14818e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.631768Z digest=sha256:712337ed5c812584f13cdf3d74f10dd3788c210e4956814650e4f050d8c01927

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.639061Z digest=sha256:085f2090e60bd3d65b4c443b3bc33810f692e7c9321690c909a623873a531ece

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.645314Z digest=sha256:2b4f13be210d68835e11748087de6e357915603016fd07859ef25b0e55a1a951

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.650404Z digest=sha256:6ce34723c6941755d6c255a32e306545c90f784d114b930f1360601d7ce144ab

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:15:27.371379Z digest=sha256:cecbdb8a269591578229373b9ed112420c10f7a60b0f86607c61b203386e1e0d

Pith citing papers

No inbound Pith citation observations are available.