Pith. sign in

Paper Citation Record · LEDGER

RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language Models

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2405.17821.

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

pith.paper-citation-record.v1
2405.17821 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:33:11.492919Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T12:33:33.156550Z

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 716a3a31-3787-449d-952a-4dbadda66c67 · inbound

Hallucination of Multimodal Large Language Models: A Survey cites this paper.

Hallucination of Multimodal Large Language Models: A Survey RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language Models

Reference 173

Resolution
verified exact
arxiv_id, observed 2026-05-11T12:33:33.159081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-11T12:33:32.631346Z digest=sha256:e79019411113293f213c746f4996e9b6f4218946b420e05cd9d8405e368a4f71

Observation edbb8b53-7b56-4357-9147-0fd3e8b09e71 · inbound

MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM cites this paper.

MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language Models

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-07T12:33:11.492919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:33:11.492919Z digest=sha256:9c96cf98e69e04a891fab21a9d41ffca66e4600cb4cc730becee0ce2fad79c20

Observation 77c0045a-de0e-4004-8161-4ae7263fe224 · inbound

INTER: Mitigating Hallucination in Large Vision-Language Models by Interaction Guidance Sampling cites this paper.

INTER: Mitigating Hallucination in Large Vision-Language Models by Interaction Guidance Sampling RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language Models

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T19:38:19.543126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:38:19.543126Z digest=sha256:18b008ccfa26a8e3adbb7231a1dc999ff9838c079a35faa508b38c703990c494