Paper Citation Record · LEDGER

A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2403.10854.

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

pith.paper-citation-record.v1
2403.10854 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T12:25:18.592602Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T05:30:23.456663Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

2
pith, observed 2026-08-10T05:30:23.456663Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 17ec3555-e652-4f9c-88f6-91e2bc6770a3 · inbound

HEIE: MLLM-Based Hierarchical Explainable AIGC Image Implausibility Evaluator cites this paper.

HEIE: MLLM-Based Hierarchical Explainable AIGC Image Implausibility Evaluator A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-12T12:25:18.592602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25be7d72-c13e-4ae2-b6fa-130e01bafab5 · inbound

T2ISafety: Benchmark for Assessing Fairness, Toxicity, and Privacy in Image Generation cites this paper.

T2ISafety: Benchmark for Assessing Fairness, Toxicity, and Privacy in Image Generation A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-10T17:05:50.885111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92ff1f75-6ec9-45cd-b55a-e7a43df84136 · inbound

DGIQA: Depth-guided Feature Attention and Refinement for Generalizable Image Quality Assessment cites this paper.

DGIQA: Depth-guided Feature Attention and Refinement for Generalizable Image Quality Assessment A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T12:41:58.912622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bce7349d-12a8-4057-b9ea-ef112e901401 · inbound

E-FreeM2: Efficient Training-Free Multi-Scale and Cross-Modal News Verification via MLLMs cites this paper.

E-FreeM2: Efficient Training-Free Multi-Scale and Cross-Modal News Verification via MLLMs A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T22:43:29.849543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5319dd5f-5dfd-445e-a78e-4986a547ebfd · inbound

HiRQA: Hierarchical Ranking and Quality Alignment for Opinion-Unaware Image Quality Assessment cites this paper.

HiRQA: Hierarchical Ranking and Quality Alignment for Opinion-Unaware Image Quality Assessment A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-05T18:07:53.511145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5ebee90-74ef-475e-bb10-56018248cbb8 · inbound

Parameter-Efficient Adaptation of mPLUG-Owl2 via Pixel-Level Visual Prompts for NR-IQA cites this paper.

Parameter-Efficient Adaptation of mPLUG-Owl2 via Pixel-Level Visual Prompts for NR-IQA A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-05T10:55:58.298715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.