Paper Citation Record · LEDGER

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

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 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 7 of 7 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:51:13.462151Z

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 2026-08-20T06:33:59.587034+00:00.

Observation 89e1ad5e-8bfc-47c1-ae0b-7f6344760855 · inbound

ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models cites this paper.

ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language Models

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-12T14:51:13.462151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fa5f1ea-ff3d-42c3-882d-3c29c87b473c · inbound

VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding cites this paper.

VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-12T13:54:22.782840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cb9f3a5-3bbf-4ab9-b8b9-091c6842aa57 · inbound

Cross-Modal Attention Calibration for LVLM Hallucination Mitigation cites this paper.

Cross-Modal Attention Calibration for LVLM Hallucination Mitigation RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T22:20:38.176990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c388cd21-0a60-467d-8f38-d6c238de53e6 · inbound

Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models cites this paper.

Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-08T16:44:00.721183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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.

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.