Paper Citation Record · LEDGER

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving

As of 20 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 8 inbound Pith citation observations for arXiv:2505.06413.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.06413 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:46:49.716932Z

measured 68 of 68 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 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:22:02.841142Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T05:31:07.639724Z

Reference resolution

60 of 60 outbound references displayed

verified exact1
verified fuzzy1
unresolved55
parse uncertain0
malformed identifier2
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 19397857-f997-43e6-b692-389c2eb10a4e · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.441780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87ecc4a6-4304-4c00-9b93-8d3a74e447d2 · outbound

This paper cites Qwen Technical Report.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Qwen Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.446928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e0e279c-366e-4076-8023-77c3e6e524c0 · outbound

This paper cites RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.451939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e462b274-dc18-4d13-b3ac-269dff081517 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.457808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c265db92-714a-4f72-9257-7398ed075a59 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.972253Z

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.

Observation 24df9c5f-5841-4c8d-a589-6d41b0e4a257 · outbound

This paper cites Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.466680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2027b686-56ae-4bde-93f4-fec772257ae5 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.956731Z

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.

Observation a09d8690-82f6-41f2-8e38-feaa4b8575a0 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.476202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56cb1559-564e-41ec-ad99-da2e191cb39d · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.480289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f88d9221-0fb9-4f40-8093-c65f6ccc47ca · outbound

This paper cites Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.484445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d9e785f-06f4-44c6-8068-ff75a491ee8d · outbound

This paper cites Everingham, S.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Everingham, S

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:46:50.933338Z

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.

Observation 7898d171-a7e9-4d98-b6af-07d08f55699b · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.918616Z

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.

Observation 24064e97-9938-4eee-99d9-168219432228 · outbound

This paper cites Inducing High Energy-Latency of Large Vision-Language Models with Verbose Images.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Inducing High Energy-Latency of Large Vision-Language Models with Verbose Images

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.497562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b537212-c225-43ea-a87c-700a027663f0 · outbound

This paper cites LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.502461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 511b8185-c636-4589-86d3-fda10605f7cf · outbound

This paper cites Backdoor Attacks and Countermeasures on Deep Learning: A Comprehensive Review.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Backdoor Attacks and Countermeasures on Deep Learning: A Comprehensive Review

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.507490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c63b075e-e362-4287-9b6c-2aaa72a65c9c · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.511923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c993e11-657b-4285-8c98-82b1ea80b15c · outbound

This paper cites Persistent Backdoor Attacks in Continual Learning.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Persistent Backdoor Attacks in Continual Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.516245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91f5957a-5a10-4072-970e-b0b1381db4ea · outbound

This paper cites VLM-Auto: VLM-based Autonomous Driving Assistant with Human-like Behavior and Understanding for Complex Road Scenes.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving VLM-Auto: VLM-based Autonomous Driving Assistant with Human-like Behavior and Understanding for Complex Road Scenes

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.521095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00d5cb1a-7028-430c-b10e-031f6b02514a · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.903970Z

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.

Observation f15ee2cd-9f12-4143-a1e9-68ea9aee963a · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.530221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6848671e-792e-462d-a4cd-89f0fc69bea2 · outbound

This paper cites Poisoned Forgery Face: Towards Backdoor Attacks on Face Forgery Detection.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Poisoned Forgery Face: Towards Backdoor Attacks on Face Forgery Detection

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.534783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c33e723-8bbd-48c8-b624-07daa3f74884 · outbound

This paper cites VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.539496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe661b74-ad00-43dc-b17f-e8d4d033140b · outbound

This paper cites Revisiting Backdoor Attacks against Large Vision-Language Models from Domain Shift.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Revisiting Backdoor Attacks against Large Vision-Language Models from Domain Shift

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.544226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95f1fe9b-533a-41dd-8e69-28b3a0754546 · outbound

This paper cites BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.549181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee2ae512-ecbb-4ba1-b30b-a8aa89019d03 · outbound

This paper cites Pre-trained Trojan Attacks for Visual Recognition.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Pre-trained Trojan Attacks for Visual Recognition

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.553601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 211df849-6c3f-4dc2-b5c4-7937e5178487 · outbound

This paper cites Compromising Embodied Agents with Contextual Backdoor Attacks.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Compromising Embodied Agents with Contextual Backdoor Attacks

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.558029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca6ee6b0-ad9e-4e2a-a346-8f098b5ed047 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.888200Z

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.

Observation 16d18a10-2dcf-49d3-8c6f-d02c0e5becd2 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.567176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 102292ef-b1e7-4814-8660-c2046529b413 · outbound

This paper cites ELBA-Bench: An Efficient Learning Backdoor Attacks Benchmark for Large Language Models.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving ELBA-Bench: An Efficient Learning Backdoor Attacks Benchmark for Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.571374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eec2172-e63d-4ded-a0f1-1b13590a320b · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.575970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68331950-8b18-41f1-add1-4b8f37427f38 · outbound

This paper cites Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.580167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5066049a-ab04-4ef0-bbe0-570ce42b4938 · outbound

This paper cites Test-Time Backdoor Attacks on Multimodal Large Language Models.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Test-Time Backdoor Attacks on Multimodal Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.584660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96dabfef-6f05-4c3e-9f54-f162ed66ddf5 · outbound

This paper cites Dolphins: Multimodal Language Model for Driving.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Dolphins: Multimodal Language Model for Driving

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.589275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec34260c-9325-4c37-91e9-ba4dc5d4f15c · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 34

Resolution: malformed identifier; no resolver link, observed 2026-08-15T22:46:49.593960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 643770f3-0b0b-4e86-b825-921c4446f549 · outbound

This paper cites WaNet -- Imperceptible Warping-based Backdoor Attack.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving WaNet -- Imperceptible Warping-based Backdoor Attack

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.598434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00b13a97-251e-4f0d-8925-81dfdf36dfa1 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.853714Z

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.

Observation 95578ee8-ce04-44bc-ab24-60531d7cd078 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 37

Resolution: verified exact; raw_fallback, observed 2026-08-15T22:46:50.072929Z

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.

Observation 6933f228-cc5b-4d3f-965a-90707ce14eaa · outbound

This paper cites DriveLM: Driving with Graph Visual Question Answering.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving DriveLM: Driving with Graph Visual Question Answering

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.611878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0eb2f877-3d82-4a92-b0e7-4e07a6718545 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.838946Z

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.

Observation 7d38f813-db5f-48c9-8a4b-a109b9486e74 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.620596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eb364a6-5d25-44e0-90c4-ec5bae73f3e7 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.813233Z

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.

Observation 8d0dd24e-de3b-4313-8e7b-532b35b9b509 · outbound

This paper cites DriveVLM: The Convergence of Autonomous Driving and Large Vision-Language Models.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving DriveVLM: The Convergence of Autonomous Driving and Large Vision-Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.638732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a6f3d03-8d16-4b12-9bf3-e0560df2d379 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.647538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6afe1a06-4867-4705-849a-0c78d12c57c8 · outbound

This paper cites Versatile Backdoor Attack with Visible, Semantic, Sample-Specific, and Compatible Triggers.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Versatile Backdoor Attack with Visible, Semantic, Sample-Specific, and Compatible Triggers

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.651691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ff99cfc-76a2-4b5a-80ff-627c8c1f9d83 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.797944Z

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.

Observation be98815b-0d05-47b3-aff2-55dcd863e313 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.781398Z

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.

Observation f362c2e6-c66d-40bf-b10a-e4e44c9282cd · outbound

This paper cites BDefects4NN: A Backdoor Defect Database for Controlled Localization Studies in Neural Networks.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving BDefects4NN: A Backdoor Defect Database for Controlled Localization Studies in Neural Networks

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.665046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b1f7f3b-b5a7-4c40-ac5f-c82a021779f4 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.766778Z

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.

Observation 97cb7f24-fe9d-46bf-a9a6-c0072d13ebf7 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.750942Z

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.

Observation f1fbb01d-216e-4851-94ed-70c4b8f44e0f · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.735648Z

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.

Observation d4bd2b61-4bed-40d6-b577-412a01a65f0a · outbound

This paper cites Imperceptible and Multi-channel Backdoor Attack against Deep Neural Networks.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Imperceptible and Multi-channel Backdoor Attack against Deep Neural Networks

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.685388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f46bc19-9fe6-45e9-8bba-4e40d862640c · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:46:50.720987Z

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.

Observation 6b0a9334-8c59-49e0-80b4-cd733c1f6267 · outbound

This paper cites LLM4Drive: A Survey of Large Language Models for Autonomous Driving.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving LLM4Drive: A Survey of Large Language Models for Autonomous Driving

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.694217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21f4e39e-cd7d-47e1-bd27-985409ba926a · outbound

This paper cites V2X-VLM: End-to-End V2X Cooperative Autonomous Driving Through Large Vision-Language Models.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving V2X-VLM: End-to-End V2X Cooperative Autonomous Driving Through Large Vision-Language Models

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.698754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e10cda93-8cfe-4a27-8504-c1a176e9f562 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 56

Resolution: malformed identifier; no resolver link, observed 2026-08-15T22:46:49.703508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bad9622-e6a5-4ff7-afa7-dd3c5d14e232 · outbound

This paper cites an unresolved cited work.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.707782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca394c50-2826-47ad-89a3-d546093a9ca8 · outbound

This paper cites Breaking the False Sense of Security in Backdoor Defense through Re-Activation Attack.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Breaking the False Sense of Security in Backdoor Defense through Re-Activation Attack

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.716932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c85567e7-785e-4b66-a050-26c574f1ea98 · outbound

This paper cites Sleeper Agent: Scalable Hidden Trigger Backdoors for Neural Networks Trained from Scratch.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Sleeper Agent: Scalable Hidden Trigger Backdoors for Neural Networks Trained from Scratch

Reference 2022

Resolution: metadata mismatch; local_arxiv, observed 2026-08-15T22:46:49.986044Z

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.

Observation dd0564b7-9a9c-453f-b88e-85f2dd403a3e · outbound

This paper cites Open-World Object Manipulation using Pre-trained Vision-Language Models.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Open-World Object Manipulation using Pre-trained Vision-Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.633836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7c06e9a-ade4-4634-8164-6e5bf71fbe5c · outbound

This paper cites Towards Robust Physical-world Backdoor Attacks on Lane Detection.

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving Towards Robust Physical-world Backdoor Attacks on Lane Detection

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:49.712361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation bc7ed300-a1f1-4598-93fa-1f94b54a9aa3 · inbound

CopyrightShield: Enhancing Diffusion Model Security against Copyright Infringement Attacks cites this paper.

CopyrightShield: Enhancing Diffusion Model Security against Copyright Infringement Attacks Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T04:22:02.841142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68e24890-d42a-49da-a089-0aebd84598de · inbound

Multimodal Fine-grained Reasoning for Post Quality Evaluation cites this paper.

Multimodal Fine-grained Reasoning for Post Quality Evaluation Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T15:42:37.793731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 590ecbd9-250c-4946-8985-5568127bbbfc · inbound

Adversarial Generation and Collaborative Evolution of Safety-Critical Scenarios for Autonomous Vehicles cites this paper.

Adversarial Generation and Collaborative Evolution of Safety-Critical Scenarios for Autonomous Vehicles Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T18:34:44.065462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4019e872-c869-42ef-b1a4-a3d670d0f029 · inbound

A Patch-based Cross-view Regularized Framework for Backdoor Defense in Multimodal Large Language Models cites this paper.

A Patch-based Cross-view Regularized Framework for Backdoor Defense in Multimodal Large Language Models Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:05:49.195873Z

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.

Observation 8661e0e7-f6df-4e41-b508-5a7ad0ecb441 · inbound

ProjLens: Unveiling the Role of Projectors in Multimodal Model Safety cites this paper.

ProjLens: Unveiling the Role of Projectors in Multimodal Model Safety Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving

Reference 160

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T12:46:05.578456Z

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.

Observation 58f9463a-acab-4157-8357-f4f38abf4dd9 · inbound

GuardAD: Safeguarding Autonomous Driving MLLMs via Markovian Safety Logic cites this paper.

GuardAD: Safeguarding Autonomous Driving MLLMs via Markovian Safety Logic Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:21:26.969346Z

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.

Observation 0dd8ebe1-fb08-4bda-a692-c3366b1a4893 · inbound

EntropyScan: Towards Model-level Backdoor Detection in LVLMs via Visual Attention Entropy cites this paper.

EntropyScan: Towards Model-level Backdoor Detection in LVLMs via Visual Attention Entropy Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:48:57.428969Z

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.

Observation fab5159d-d989-4993-9e1b-e065040df6e1 · inbound

TimeGuard: Channel-wise Pool Training for Backdoor Defense in Time Series Forecasting cites this paper.

TimeGuard: Channel-wise Pool Training for Backdoor Defense in Time Series Forecasting Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving

Reference 114

Resolution: verified exact; arxiv_id, observed 2026-05-22T05:31:07.642580Z

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.