Paper Citation Record · LEDGER

Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions

As of 18 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 1 inbound Pith citation observation for arXiv:2412.08169.

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

pith.paper-citation-record.v1
2412.08169 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T18:12:07.179154Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:34:28.031451Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T11:34:30.784913Z

Reference resolution

12 of 12 outbound references displayed

verified exact1
verified fuzzy5
unresolved5
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3f8cdedd-622e-4853-b6a9-ed83f7b357fb · outbound

This paper cites Breaking common sense: Whoops! a vision-and-language bench- mark of synthetic and compositional images.

Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions Breaking common sense: Whoops! a vision-and-language bench- mark of synthetic and compositional images

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:12:07.763634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f9d9a30f-0b7f-494e-96f5-762f3ad6c00e · outbound

This paper cites doi: https://doi.org/10.1016/ j.patter.2023.100695.

Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions doi: https://doi.org/10.1016/ j.patter.2023.100695

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-08-11T18:12:07.135148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93fad4b1-89f4-4dc2-a7ad-a93ce25f29ad · outbound

This paper cites URL https://aclanthology.org/2024.acl-long.573.

Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions URL https://aclanthology.org/2024.acl-long.573

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:12:07.708370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 309376bf-6da2-4696-a456-22a6732e593c · outbound

This paper cites URL https://aclanthology.org/2024.cmcl-1.2.

Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions URL https://aclanthology.org/2024.cmcl-1.2

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:12:07.691364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6a097fee-0b66-4e80-8326-43f799065baa · outbound

This paper cites Adding conditional control to text-to-image diffusion models.

Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions Adding conditional control to text-to-image diffusion models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T18:12:07.179154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 758aa00d-56d5-45a0-90e4-1a325c2481b8 · outbound

This paper cites URL https://doi.org/10.1179/isr.1984.9.1.47.

Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions URL https://doi.org/10.1179/isr.1984.9.1.47

Reference 1984

Resolution: unresolved; no resolver link, observed 2026-08-11T18:12:07.124765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cef3b270-d3df-48af-bbda-ac29d8af5352 · outbound

This paper cites Dongxu Li, Junnan Li, Hung Le, Guangsen Wang, Silvio Savarese, and Steven C.

Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions Dongxu Li, Junnan Li, Hung Le, Guangsen Wang, Silvio Savarese, and Steven C

Reference 1998

Resolution: unresolved; no resolver link, observed 2026-08-11T18:12:07.162821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e74f4de3-9f15-4b24-8de6-4a4c54377f0d · outbound

This paper cites Tianrui Guan, Fuxiao Liu, Xiyang Wu, Ruiqi Xian, Zongxia Li, Xiaoyu Liu, Xijun Wang, Lichang Chen, Furong Huang, Yaser Yacoob, Dinesh Manocha, and Tianyi Zhou.

Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions Tianrui Guan, Fuxiao Liu, Xiyang Wu, Ruiqi Xian, Zongxia Li, Xiaoyu Liu, Xijun Wang, Lichang Chen, Furong Huang, Yaser Yacoob, Dinesh Manocha, and Tianyi Zhou

Reference 2019

Resolution: verified exact; raw_fallback, observed 2026-08-11T18:12:07.538149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8afd3b1d-c2fc-48b6-b10a-9097fafb0045 · outbound

This paper cites Edward J.

Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions Edward J

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:12:07.725176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bad0fa4e-ec4c-4cbe-9796-a663b80d2476 · outbound

This paper cites Alexander Gomez-Villa, Adrian Martín, Javier Vazquez-Corral, and Marcelo Bertalmío.

Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions Alexander Gomez-Villa, Adrian Martín, Javier Vazquez-Corral, and Marcelo Bertalmío

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:12:07.743561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a5ff66d0-9839-4b01-9305-0a7c681de59a · outbound

This paper cites Diffusion Illusions: Hiding Images in Plain Sight.

Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions Diffusion Illusions: Hiding Images in Plain Sight

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-11T18:12:07.119101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b93caf8e-cf7a-43cf-958a-f21aeebd2d03 · outbound

This paper cites Visual Anagrams: Generating Multi-View Optical Illusions with Diffusion Models.

Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions Visual Anagrams: Generating Multi-View Optical Illusions with Diffusion Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-11T18:12:07.140617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 38a83140-adc5-433f-9cbe-d2b3b3269727 · inbound

Hate in Plain Sight: On the Risks of Moderating AI-Generated Hateful Illusions cites this paper.

Hate in Plain Sight: On the Risks of Moderating AI-Generated Hateful Illusions Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions

Reference 55

Resolution: verified exact; local_arxiv, observed 2026-08-06T11:34:30.891394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.