Pith. sign in

Paper Citation Record · LEDGER

Stop Reasoning! When Multimodal LLM with Chain-of-Thought Reasoning Meets Adversarial Image

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2402.14899.

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

pith.paper-citation-record.v1
2402.14899 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:33:42.295426Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T12:56:14.795556Z

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 a9ba9242-4fd3-4014-a442-e3b1e9504632 · inbound

A Review of Multimodal Explainable Artificial Intelligence: Past, Present and Future cites this paper.

A Review of Multimodal Explainable Artificial Intelligence: Past, Present and Future Stop Reasoning! When Multimodal LLM with Chain-of-Thought Reasoning Meets Adversarial Image

Reference 300

Resolution
unresolved
no resolver link, observed 2026-08-11T12:33:42.295426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:33:42.295426Z digest=sha256:971c873b096aa4101457e762878cc8ac265eea245308b029f42626784ee36988

Observation 842c88c7-17ed-4f21-8dbb-e531802b598b · 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 Stop Reasoning! When Multimodal LLM with Chain-of-Thought Reasoning Meets Adversarial Image

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-08T15:38:17.413950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:38:17.413950Z digest=sha256:f925b8b0cc1e028a5c0482e7b0222f559923ef681e25fd05c5ec3159a928cbb9

Observation c3aef403-b644-4ed4-b5fe-71bb50fce115 · 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 Stop Reasoning! When Multimodal LLM with Chain-of-Thought Reasoning Meets Adversarial Image

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-07T19:45:19.306592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:45:19.306592Z digest=sha256:4769a3149b670e2eaacc0d55e1f6aec2833a416a2cdf08109705e5276fd2497f

Observation 16a89186-f795-4956-90d8-ea3782446696 · inbound

AdInject: Real-World Black-Box Attacks on Web Agents via Advertising Delivery cites this paper.

AdInject: Real-World Black-Box Attacks on Web Agents via Advertising Delivery Stop Reasoning! When Multimodal LLM with Chain-of-Thought Reasoning Meets Adversarial Image

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:47.145090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:47.145090Z digest=sha256:1652d3eb901aec429490fd87124d008395052a21fd49576bbc11b85c1aa85ea4

Observation bd7da610-e695-4d96-a1f6-8ac920fecc0c · inbound

Can Large Multimodal Models Actively Recognize Faulty Inputs? A Systematic Evaluation Framework of Their Input Scrutiny Ability cites this paper.

Can Large Multimodal Models Actively Recognize Faulty Inputs? A Systematic Evaluation Framework of Their Input Scrutiny Ability Stop Reasoning! When Multimodal LLM with Chain-of-Thought Reasoning Meets Adversarial Image

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T01:00:28.274253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T01:00:28.274253Z digest=sha256:8706021d4b2e5c60544b30fd8ee59604974663cfbb9039e5df5063a54e87e17d

Observation fa217900-ff39-47c5-899c-21a16c9227b8 · inbound

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System cites this paper.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Stop Reasoning! When Multimodal LLM with Chain-of-Thought Reasoning Meets Adversarial Image

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-05T19:30:23.758721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:23.758721Z digest=sha256:2f522588134106e9feb22fb95285fbc6f89bc0c6adb9907ee228fc78af377d6f

Observation a0bc6139-0820-47b4-bd2a-31de81e82fef · inbound

Don't Look at the Numbers: Visual Anchoring Bias and Layer-wise Representation in VLMs cites this paper.

Don't Look at the Numbers: Visual Anchoring Bias and Layer-wise Representation in VLMs Stop Reasoning! When Multimodal LLM with Chain-of-Thought Reasoning Meets Adversarial Image

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-13T02:07:07.401920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-13T02:05:21.005376Z digest=sha256:4814c2770d448dc9d64db54a00c9c401ffd4119f83625805183fa818cabd30cc

Observation 00f36b79-cc5c-4338-868a-54753edf2937 · inbound

On Adversarial Vulnerability of Vision-Language Models through the Lens of Intermediate Spectral Subspaces cites this paper.

On Adversarial Vulnerability of Vision-Language Models through the Lens of Intermediate Spectral Subspaces Stop Reasoning! When Multimodal LLM with Chain-of-Thought Reasoning Meets Adversarial Image

Reference 60

Resolution
metadata mismatch
local_arxiv, observed 2026-07-09T12:56:14.797900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T12:55:34.631248Z digest=sha256:6c99bb262a751296b801c7b267c8c236a2b5bd865d50d591f6b55a86e86c79bd