Paper Citation Record · LEDGER

VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 inbound Pith citation observations for arXiv:2402.13851.

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

pith.paper-citation-record.v1
2402.13851 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:55:40.140423Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T00:25:48.569323Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 05ea58e2-400e-409d-b323-a41fa360a799 · inbound

Membership Inference Attacks Against Vision-Language Models cites this paper.

Membership Inference Attacks Against Vision-Language Models VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-10T14:01:10.956183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59878673-9152-4343-b80b-cb4ef971216e · inbound

A Survey on Backdoor Threats in Large Language Models (LLMs): Attacks, Defenses, and Evaluations cites this paper.

A Survey on Backdoor Threats in Large Language Models (LLMs): Attacks, Defenses, and Evaluations VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-09T00:50:00.305089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 585da69c-28c8-45aa-813b-e4c1fe95ca41 · inbound

When Data Manipulation Meets Attack Goals: An In-depth Survey of Attacks for VLMs cites this paper.

When Data Manipulation Meets Attack Goals: An In-depth Survey of Attacks for VLMs VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

Reference 105

Resolution: unresolved; no resolver link, observed 2026-08-08T15:38:17.472292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1291f85-f7d6-4eba-b332-8b02014b865f · inbound

VLM-Guard: Safeguarding Vision-Language Models via Fulfilling Safety Alignment Gap cites this paper.

VLM-Guard: Safeguarding Vision-Language Models via Fulfilling Safety Alignment Gap VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T19:46:40.702031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56ac1a45-fda1-44d7-9d65-ac4475af3515 · inbound

A Survey of Safety on Large Vision-Language Models: Attacks, Defenses and Evaluations cites this paper.

A Survey of Safety on Large Vision-Language Models: Attacks, Defenses and Evaluations VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:18.399693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99d78df8-a3c9-478f-9bf2-9b17815d9d7f · inbound

Manipulating Multimodal Agents via Cross-Modal Prompt Injection cites this paper.

Manipulating Multimodal Agents via Cross-Modal Prompt Injection VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-16T11:55:40.140423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e865ff22-c32b-49e8-a4fe-b900a84afbc3 · inbound

T2VShield: Model-Agnostic Jailbreak Defense for Text-to-Video Models cites this paper.

T2VShield: Model-Agnostic Jailbreak Defense for Text-to-Video Models VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T11:31:11.188335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 850ad2b9-03f8-4803-bbc3-0aaf1d9a6ecc · inbound

REVEAL: Multi-turn Evaluation of Image-Input Harms for Vision LLM cites this paper.

REVEAL: Multi-turn Evaluation of Image-Input Harms for Vision LLM VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:01.034418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving cites this paper.

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 3f59a9e5-7133-4693-a295-fe76fd678585 · inbound

Backdoor Cleaning without External Guidance in MLLM Fine-tuning cites this paper.

Backdoor Cleaning without External Guidance in MLLM Fine-tuning VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:52.269038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4ee062e-5b6e-47f2-aeca-55edf2c1d653 · inbound

Robust Anti-Backdoor Instruction Tuning in LVLMs cites this paper.

Robust Anti-Backdoor Instruction Tuning in LVLMs VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T11:07:37.462457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fd0ed94-953b-4294-a669-865a17b2ce9f · inbound

Backdoor Attack on Vision Language Models with Stealthy Semantic Manipulation cites this paper.

Backdoor Attack on Vision Language Models with Stealthy Semantic Manipulation VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T05:45:56.040880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ad4bbb2-2fc3-4d56-b3e3-9000442d0959 · inbound

Benchmarking the Robustness of Autonomous Driving to Environmental Illusions: A Lane Perception Perspective cites this paper.

Benchmarking the Robustness of Autonomous Driving to Environmental Illusions: A Lane Perception Perspective VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-07-09T00:25:48.570818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.