Paper Citation Record · LEDGER

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models

As of 8 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2507.16257.

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

pith.paper-citation-record.v1
2507.16257 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:19:59.382869Z

measured 39 of 39 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

39 of 39 outbound references displayed

verified exact0
verified fuzzy0
unresolved38
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 36df1485-5da2-4549-b10f-619b45f42799 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.139766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 231beef7-ca59-47e1-8712-b259b6a5b8c1 · outbound

This paper cites OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language Models.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.153884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b9f0dd8-29ef-4bb7-9d9e-756f7c207306 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:20:00.023466Z

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.

Observation f70a8204-3cd5-4cf2-aaf2-1d9ea80b1a3a · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.165776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a953e506-299e-496f-97d9-943d7a619f44 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:59.985035Z

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.

Observation fd0040ab-cf17-4c36-827f-524419b7fdf3 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.179035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16eb33e6-a68f-4e07-ad54-01a9db0a9c6e · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.185554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aab52a9f-b43c-4b82-8562-bdf03fffae1d · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:59.939943Z

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.

Observation fbb21ad3-0c05-4c25-9ea0-2dcb39abf8e4 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:59.923200Z

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.

Observation 430b15b8-d414-4e5b-a505-a22b79f8ec9c · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.204569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb88a45d-e5b4-4caf-a212-0a1ec468a7a8 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:59.894603Z

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.

Observation 034af78d-2c10-4d3a-86e4-93cd03e3b60e · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.217382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d90c868e-c8a5-4708-a87b-2c9da4856b01 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:59.861613Z

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.

Observation 986f5344-ce76-4190-93f2-41a36e5a395f · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.231923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e94ef39-e217-458f-abe1-1433ac8c951f · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:59.825865Z

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.

Observation 3307728a-6e32-4a9e-8168-03c34fbd167b · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.242127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78b48595-d258-49e8-ac6c-ab4068763c88 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.248454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e8def97-912b-4934-ad72-cb279bc2c051 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.254451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ae1819b-0eb8-4def-b15d-2ad5fb4afe7b · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.260976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0c5fb82-53e3-4bdb-9a19-5f894e0191aa · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.267000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fb993fb-7e97-4f42-8f8b-d49bdfac38ad · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.272054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bccbcc9a-2f72-4b32-bfd9-3ab3f9f51d73 · outbound

This paper cites Towards Deep Learning Models Resistant to Adversarial Attacks.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Towards Deep Learning Models Resistant to Adversarial Attacks

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.279243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 807935f1-f86e-4e40-9be6-9d269d5c5b6c · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.286572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f836a5c-44b4-4d55-8326-c29b75f22e2b · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:59.729407Z

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.

Observation 2f16cfb3-1e9d-48cb-bf0b-1ec27cd8d8a9 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.309642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24bbac74-e1db-4c04-a830-eea5e1c09177 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.316323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 715b076d-f939-479e-9a88-be2229f51d68 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.322463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b743ff77-60b8-46fd-adc7-6e4d2cacd2e3 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.327845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83524bd0-679f-4b84-8acb-dbef0de9282f · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:59.642497Z

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.

Observation 971c0ac8-a4f7-4973-90ac-7b3420b6623f · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.343857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94d0c7fa-f456-469a-857a-a907a48db203 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.349655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d86ca2c-15d6-4954-a37b-c470a42178c9 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:59.598741Z

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.

Observation c60b5d2e-a6c0-42d4-9346-60812ba36324 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.363509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9ce5054-0b4f-4f56-9b85-9e86847686d9 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:19:59.552479Z

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.

Observation a8737c7b-b507-4de0-af80-60feb3273980 · outbound

This paper cites an unresolved cited work.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Unresolved cited work

Reference 35

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Source-reported events for the cited work

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Observation 5fba842a-7881-42c7-8c3d-3cc80da62e60 · outbound

This paper cites In 2010 IEEE computer society conference on computer vision and pattern recognition.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models In 2010 IEEE computer society conference on computer vision and pattern recognition

Reference 2010

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.369864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 172ff0fd-f3a7-404b-b886-e0ddeaebe7f9 · outbound

This paper cites Fine-Grained Visual Classification of Aircraft.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Fine-Grained Visual Classification of Aircraft

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.292064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c3676e8-ff4a-4441-ac8a-8d313157afca · outbound

This paper cites Advances in neural information processing systems 35 (2022), 23716–23736.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Advances in neural information processing systems 35 (2022), 23716–23736

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.147798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40c52470-0a62-4685-8bf2-293a3fe76fa5 · outbound

This paper cites Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models.

Quality Text, Robust Vision: The Role of Language in Enhancing Visual Robustness of Vision-Language Models Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T15:19:59.332470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.