Paper Citation Record · LEDGER

Color in Visual-Language Models: CLIP deficiencies

As of 9 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 1 inbound Pith citation observation for arXiv:2502.04470.

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

pith.paper-citation-record.v1
2502.04470 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T22:41:31.039201Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T17:39:25.717216Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

15 of 15 outbound references displayed

verified exact0
verified fuzzy11
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5af855bd-5e40-44b2-832e-547cb86f955d · outbound

This paper cites Exploring the categorical nature of colour perception: Insights from artificial networks.

Color in Visual-Language Models: CLIP deficiencies Exploring the categorical nature of colour perception: Insights from artificial networks

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:41:31.286978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8338a216-ada4-4704-a6e3-018f178b1113 · outbound

This paper cites Basic Color Terms: Their Uni- versality and Evolution.

Color in Visual-Language Models: CLIP deficiencies Basic Color Terms: Their Uni- versality and Evolution

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:41:31.272765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 17853ed1-af5f-4ab1-add9-44e82bc9b301 · outbound

This paper cites A simple framework for contrastive learning of visual representations.

Color in Visual-Language Models: CLIP deficiencies A simple framework for contrastive learning of visual representations

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:41:31.258011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cb86d494-674e-47e1-8a0c-6d94c5e05d81 · outbound

This paper cites an unresolved cited work.

Color in Visual-Language Models: CLIP deficiencies Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-08T22:41:31.243211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c3fd3fae-5c19-434f-930b-fbb8d099ae27 · outbound

This paper cites Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision.

Color in Visual-Language Models: CLIP deficiencies Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T22:41:30.991417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 701c1ebb-ae33-46e1-90b7-319091b553df · outbound

This paper cites Multimodal neurons in artificial neural net- works.

Color in Visual-Language Models: CLIP deficiencies Multimodal neurons in artificial neural net- works

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:41:31.228988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ec450245-f32d-47bd-8568-6b8ffde9ed10 · outbound

This paper cites Deep residual learning for image recognition.

Color in Visual-Language Models: CLIP deficiencies Deep residual learning for image recognition

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T22:41:31.002191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86f87f92-c321-4fff-8ea2-0d0049e17164 · outbound

This paper cites Multiviz: Towards visualizing and understanding multimodal models.

Color in Visual-Language Models: CLIP deficiencies Multiviz: Towards visualizing and understanding multimodal models

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:41:31.203174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cb7b0b8d-481a-438b-89a9-4c49809499f9 · outbound

This paper cites Invariant visual repre- sentation by single neurons in the human brain.

Color in Visual-Language Models: CLIP deficiencies Invariant visual repre- sentation by single neurons in the human brain

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:41:31.187293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 159c6750-217e-445c-a28a-76a3f4a57c2e · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

Color in Visual-Language Models: CLIP deficiencies Learning Transferable Visual Models From Natural Language Supervision

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T22:41:31.015846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80a2e512-d295-4d72-9ac5-023238108df1 · outbound

This paper cites Color encoding in biologically-inspired convolutional neural networks.

Color in Visual-Language Models: CLIP deficiencies Color encoding in biologically-inspired convolutional neural networks

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:41:31.169983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 47369ded-b5f2-443c-b88c-f53c7699576a · outbound

This paper cites Understanding trained cnns by indexing neuron se- lectivity.

Color in Visual-Language Models: CLIP deficiencies Understanding trained cnns by indexing neuron se- lectivity

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:41:31.155146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8199d281-1543-4fe1-a575-bcd5c1de978e · outbound

This paper cites Are vision-language transformers learn- ing multimodal representations? a probing perspective.

Color in Visual-Language Models: CLIP deficiencies Are vision-language transformers learn- ing multimodal representations? a probing perspective

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:41:31.139663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bdb87ae4-4c02-4bd6-a199-972bc0e09f9f · outbound

This paper cites Studies of interference in serial ver- bal reactions.

Color in Visual-Language Models: CLIP deficiencies Studies of interference in serial ver- bal reactions

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:41:31.123221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7d771ef9-7048-4079-8aad-a727463aaf32 · outbound

This paper cites Attention is all you need.

Color in Visual-Language Models: CLIP deficiencies Attention is all you need

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:41:31.106705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 8bf2256d-a188-4910-9188-c9b8fac6cc8b · inbound

Language-based Color ISP Tuning cites this paper.

Language-based Color ISP Tuning Color in Visual-Language Models: CLIP deficiencies

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T17:39:25.717216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.