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Paper Citation Record · LEDGER

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP

As of 12 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2412.11375.

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

pith.paper-citation-record.v1
2412.11375 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T15:05:08.260452Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

65 of 65 outbound references displayed

  • verified exact5
  • verified fuzzy8
  • unresolved52
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6ca1057c-9b67-4779-85b4-bcfbbecfbfd7 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation c8585b62-2b8c-443f-9a07-4a4809c36f13 · outbound

This paper cites PLOT: Prompt Learning with Optimal Transport for Vision-Language Models.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP PLOT: Prompt Learning with Optimal Transport for Vision-Language Models

Reference 2

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5300759c-f01f-4bac-ab26-10df1915989e · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 3

Resolution
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raw_fallback, observed 2026-08-11T15:05:09.519457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation eae31b3b-067a-423f-8ddc-b51b12648955 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 4

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:07.908589Z digest=sha256:9f71feb636a0ebe537ecf95b1180f0d72dba2a1fb03321c6a1964b8b5346826e

Observation f8261bbb-b7b4-48e7-8864-dbb5d71e3502 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 5

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 2827b441-7787-42a9-9f0b-29681a37397d · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 6

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:07.919586Z digest=sha256:c37d095a740809f3958158559edcbead968ed8f89318fa38dd77034b8b8a3ffe

Observation d7a3e251-e17d-4b9d-89f8-bf9d10b76db1 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 7

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:07.927534Z digest=sha256:672ba935010e97714a862e7f5d4bcf4bf9ee3e85e897e13bfc11398b989c5116

Observation b242c3eb-dfb5-4343-879b-ae3d24d87e66 · outbound

This paper cites CLIP-Adapter: Better Vision-Language Models with Feature Adapters.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP CLIP-Adapter: Better Vision-Language Models with Feature Adapters

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-11T15:05:07.932695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:05:07.932695Z digest=sha256:4ab478f76e0721e376105f95cdbf9361e4204ede81e9b03c62d7cec408e1441c

Observation 2cd34dd7-926a-4013-940a-f01c3113123e · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 9

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation c0a6cb3d-d7f4-4e69-bc6e-df5fba908fcd · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 10

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 96109206-a7ef-474c-9cc9-0d4808b79b9f · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 11

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation cf328d98-84df-4ebc-b5b0-05ad0e0fad3c · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 12

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation bd974234-4454-416d-ba34-91f7f6e643b8 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:09.378013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:07.955682Z digest=sha256:52b7198f977e6a35bbb882b6f4509055e0d402472b11afc1b7c6d6791961487f

Observation 7fd72482-4d04-4f79-9ff9-97a5d7bdbd2d · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 14

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:07.960070Z digest=sha256:a9f919584c9e79cc82e92c04b89c9d63183acb31a32930362239d396661d3c4c

Observation adb0f7b4-2b6b-43d1-be30-1c08646a5bce · outbound

This paper cites Unsupervised Prompt Learning for Vision-Language Models.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unsupervised Prompt Learning for Vision-Language Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-11T15:05:07.964634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:05:07.964634Z digest=sha256:2abeb9995091b52dad37af8f0230b5f8be033ec1c0713d9d6e561a36f122b240

Observation 4d227972-3bc1-4e2f-ab50-8ae245449a76 · outbound

This paper cites LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-11T15:05:08.543237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:07.970508Z digest=sha256:77e76cf0e33981d5e45dd112349414b6dd09b16fe3a2f9a67bd3abc5203c7687

Observation 9e6e4460-f8ae-4d79-b166-11e6a27f273e · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 17

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 1ae1d9b1-9d41-4759-a0ff-9c9393b3da32 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 18

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 32643b72-4846-482f-b21e-db88da319ddf · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 19

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 25fac29f-6fb1-4485-a8cc-463e412bbd5b · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:07.994033Z digest=sha256:6b68249399b3034f6575ecc50509ae8d3bf554e8fd30b42f85d247d849530a6f

Observation bcaeb7db-0657-400e-b807-d95d3554bbd9 · outbound

This paper cites Prompt Distribution Learning.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Prompt Distribution Learning

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-11T15:05:08.523161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:07.998193Z digest=sha256:2ae80c144bf4a2ee59f3ce47c0c92178c58abe5ea0e85e7ff5e1ab38cdbe03c2

Observation e322309a-501f-4712-bc8e-c54ac3901792 · outbound

This paper cites Fine-Grained Visual Classification of Aircraft.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Fine-Grained Visual Classification of Aircraft

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:05:08.003183Z digest=sha256:68c38a74b0258076b78aa6911012ca9bb6d79170cf44281557186c72acabf23d

Observation 57b7e57b-998e-48fd-b1ee-e20cc9a14722 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 23

Resolution
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raw_fallback, observed 2026-08-11T15:05:09.116370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.009072Z digest=sha256:7711f734b30334bb41ccdb3c1b9242471e128ae3aa0beeb0b5dd18859b2ca6be

Observation 754a9dd9-9b81-4a44-9707-b89ef1b36d49 · outbound

This paper cites Visual Classification via Description from Large Language Models.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Visual Classification via Description from Large Language Models

Reference 24

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no resolver link, observed 2026-08-11T15:05:08.013636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:05:08.013636Z digest=sha256:66d200250c5cd98b55b7d02af4a8509a2aa2ffffe7709f0d3c4543e5bcfefdd0

Observation ec638ef6-9e2a-4b84-8328-2b1f582eeb2e · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 25

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation b473d8a7-7992-4700-b181-dd6e92a646fe · outbound

This paper cites F.; Xian, Y.; Gool, L.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP F.; Xian, Y.; Gool, L

Reference 26

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verified fuzzy
raw_fallback, observed 2026-08-11T15:05:09.080403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.022974Z digest=sha256:bef30ff76ea09d1220bdcd78d6e8b979315f2265b0f04e49d2cee730e0a1798f

Observation 9fdc6f0c-29d4-41ae-9d12-3ac3c57a1edb · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-11T15:05:08.027734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:05:08.027734Z digest=sha256:58c59acf536d5a34cb8cee019017518383a6966d17981e2787371efd6844824d

Observation 8e004a22-0c3d-409b-b984-e66090b3923d · outbound

This paper cites M.; Vedaldi, A.; Zisserman, A.; and Jawahar, C.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP M.; Vedaldi, A.; Zisserman, A.; and Jawahar, C

Reference 28

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 1fb0b94d-b035-458a-8eb3-e4a71d69eb6b · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:09.040722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.038421Z digest=sha256:49b3cae334796d329bfa72962cf51dbda1ea6beac9b19d343280392b339aea55

Observation 774d55e9-f0f1-4ee0-8769-c1fef269058c · outbound

This paper cites ZEST: Zero-shot Learning from Text Descriptions using Textual Similarity and Visual Summarization.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP ZEST: Zero-shot Learning from Text Descriptions using Textual Similarity and Visual Summarization

Reference 30

Resolution
verified exact
local_arxiv, observed 2026-08-11T15:05:08.469004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.046341Z digest=sha256:c5e36beb2417d976949a73ec6aca3fc911bc3570d8714067848a934c30a66b84

Observation c8fa3542-1a3b-4e4c-8baf-a8c721b1cc71 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:09.028386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.055828Z digest=sha256:c3d3f38ebac818317affe2b7fd60d7d153aab36a1b8c6eb0829704be42893d47

Observation 448d610f-2da8-4cbb-9437-a32976bbdf97 · outbound

This paper cites VT-CLIP: Enhancing Vision-Language Models with Visual-guided Texts.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP VT-CLIP: Enhancing Vision-Language Models with Visual-guided Texts

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-11T15:05:08.446152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.063137Z digest=sha256:dae29367093e7c8ca685f5c9a2c325725ff2245cd86054375ff5cabcfd96b70e

Observation bc921647-ba0d-4083-bdc1-df27a2895ea8 · outbound

This paper cites W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; Krueger, G.; and Sutskever, I.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; Krueger, G.; and Sutskever, I

Reference 33

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verified fuzzy
raw_fallback, observed 2026-08-11T15:05:09.015504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.068748Z digest=sha256:4f9af8e67d39886846c8219d839b266d731b5b8888b4bda8402563dda49384f4

Observation 5a524aae-7c8a-4bcf-9fd3-4c3c87f04922 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:09.001921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.072995Z digest=sha256:51b88a49442c10d960b91b574b387c595b1b3d709c2b5f45a8fd62e9f7f46d9a

Observation de0e5273-abe1-4d29-8402-44ad32d73c33 · outbound

This paper cites M.; Koepke, A.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP M.; Koepke, A

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:05:08.982734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.078329Z digest=sha256:92b3077b227a522566f2d98db75cfa7e28542cf2d27ff2bea05679bf8eee54b8

Observation 0467f3a2-ac30-4acf-9e6d-2f471c08b663 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.965637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.082825Z digest=sha256:89699a7e34d3e19c4151aaceac238e3579d9afe1f376e6c85b1b122097c225fc

Observation c45de492-20f1-4d39-b1ef-a9361fc35c0c · outbound

This paper cites G.; Wang, Y.; Cheng, C.-Y.; Fumero, M.; and Malekshan, K.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP G.; Wang, Y.; Cheng, C.-Y.; Fumero, M.; and Malekshan, K

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:05:08.951446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.089220Z digest=sha256:e94b8de97f4f29ab315df2af0170c581588fa97ce541d5a581e7995c03b16278

Observation bf04735d-ccea-46b1-83cc-87c81839af9b · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.937876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.094231Z digest=sha256:1654c94d80d9708c718480a89262754384147f702470277fe92276b369c15229

Observation aa15ec73-c638-4073-8cc7-7e57b9a082ed · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.924825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.099811Z digest=sha256:087ca48ba0cf8b16e3a41f3039594d72532c056ede2dd91d45cc2d2121a2a077

Observation 58fe9695-60a8-4433-83f6-b2f3e8c1fa0d · outbound

This paper cites A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T15:05:08.109058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:05:08.109058Z digest=sha256:2e2b61603bb8ba79a40b503917e782288db2e20f4a0ce6e5b14eeb8aa8754101

Observation 0655b2fb-4413-4416-a441-36554f2bf75f · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.910420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.116648Z digest=sha256:5560c8860f82b6776b2370008c7c22f3ab81608813efc57f27329033c046a01e

Observation 6e8916ba-3288-4685-8217-84889a539c1d · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.892733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.122853Z digest=sha256:4d9e7c0d494434ecf25f8b13a2ece93abe5224ecd61da662042393dc982c76b2

Observation edacb1b6-9af9-4fed-837f-6090f93f25c3 · outbound

This paper cites UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T15:05:08.130920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:05:08.130920Z digest=sha256:2ec6b947d8dc9e4de26c12be664cb89a837dd8b29d8c728fbaa91b0edebddb44

Observation c7c9fba8-04dd-4e8b-acc3-ecf030b86cb8 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.876850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.136476Z digest=sha256:3d4f3b404106758cd80e7f44c62897568a0115d1fe4cbd2e48a517fabe91259a

Observation ace76f04-fec2-47de-a523-6dd21ef8f24b · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.860386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.141107Z digest=sha256:c294583b1bfd42d7505d64b0630d3447c18faf6b04f1cb02a35c9490cc857395

Observation 952e65c2-93cc-4f61-b305-32e967d62cb9 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.845602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.146085Z digest=sha256:f9053907c3b7851d04e765cf66caa6210ee99c3fd26322ed2933c84400278d18

Observation c17a8c6e-c076-442f-a6ef-d55b730f3c60 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.832132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.150982Z digest=sha256:2ba5ef9f7a447e68028b796bbc6fdf55a54ba5e77c7944c0035739ae8540707f

Observation 35224b3b-4642-4f83-81d1-3dbce7f030ce · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.810222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.158296Z digest=sha256:2fa2e263561a0ad239b89b734498f02b1ffb863a7adf53b663ea91cc758d1e5e

Observation fdc6dd5d-285a-4cf5-8895-87267524fd01 · outbound

This paper cites Generalizing from a Few Examples: A Survey on Few-Shot Learning.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Generalizing from a Few Examples: A Survey on Few-Shot Learning

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-11T15:05:08.165759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:05:08.165759Z digest=sha256:759ff3360dd2f974326acbe7142e265daeb478c88d08ca3de54aa81a25bac09c

Observation 8b4f60d5-a3d4-459e-b69a-e302f83f4ce2 · outbound

This paper cites Connecting the Dots: Collaborative Fine-tuning for Black-Box Vision-Language Models.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Connecting the Dots: Collaborative Fine-tuning for Black-Box Vision-Language Models

Reference 50

Resolution
verified exact
local_arxiv, observed 2026-08-11T15:05:08.363287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.172940Z digest=sha256:22dd09f6d2971e06f498a824623df76c34c72df8e1ff4f41baa12ad6ca173817

Observation f1609dbb-8b44-46ea-9ecf-c3b963e2f473 · outbound

This paper cites A Hard-to-Beat Baseline for Training-free CLIP-based Adaptation.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP A Hard-to-Beat Baseline for Training-free CLIP-based Adaptation

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-11T15:05:08.179560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:05:08.179560Z digest=sha256:28b6982f39476cfdec7cb2472fc1fa94e6a3ae04055a766d0bb4f9425b9ff53b

Observation f924f6c4-6cdb-4307-9cce-41f494bd7aed · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.790154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.184678Z digest=sha256:e055aa37323d609cb6491b6d1dd34d43356835c1f470903a73d94a50e0c3b5ba

Observation 8e7661dc-0c1e-4050-ab93-094ad2a22333 · outbound

This paper cites A.; Oliva, A.; and Torralba, A.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP A.; Oliva, A.; and Torralba, A

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:05:08.774506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.190715Z digest=sha256:5105d5f642dd0e6375e53b89f03eeaecd5075647079deab72f9cfb208c345ef7

Observation 2dddea13-4503-4a52-b7c3-ae64d7b698b4 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.756470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.198025Z digest=sha256:b82ee880d72518a6c7f167c8f0469b9d82cc308b77fd1e3f41eba1e58e3b231f

Observation 0686062f-196d-4cb9-8856-09f7b6a5b407 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.741425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.202426Z digest=sha256:666a993d1db077eeab6bdea2dc1ad11be780adb4e66536bcfa84d46b0a7c22f6

Observation 58d46e1b-b777-4058-a75c-45eefc2e71dd · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.728264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.207559Z digest=sha256:7173eb179a4f96d6915819672f58fc8467852edcd2b52633ec4f19027cbb26f5

Observation d7ec15df-b535-4b36-a8b4-461cc64f0c3e · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.712893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.215305Z digest=sha256:12f396ad3032926922c31d06969126cbc896d62140006787e45dc9795edb7f12

Observation 149ccda9-ba4c-4bdb-a47b-735cde55cbc5 · outbound

This paper cites Concept-Guided Prompt Learning for Generalization in Vision-Language Models.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Concept-Guided Prompt Learning for Generalization in Vision-Language Models

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-11T15:05:08.222986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:05:08.222986Z digest=sha256:0c04440349195ec98e871adfad358b74dc3842dcf09a6c891f0bbb7aa95f4dab

Observation 14c7b885-4521-4f93-a216-d30ac0f143e6 · outbound

This paper cites CLIP in Medical Imaging: A Survey.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP CLIP in Medical Imaging: A Survey

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-11T15:05:08.229637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:05:08.229637Z digest=sha256:02459258a33cf16463d4636f511a5f80795598e4390eeacec6a5a77ca8c1536b

Observation 5c05361b-b0f7-43bb-8049-d18e7e013508 · outbound

This paper cites C.; and Liu, Z.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP C.; and Liu, Z

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:05:08.695453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.236181Z digest=sha256:feabea318a4a179ded70d3d3c4d38de6676d898ccc15b5100f8f85de4fc6550d

Observation 9988c0d2-66f1-4829-a1ae-35e1047e878d · outbound

This paper cites C.; and Liu, Z.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP C.; and Liu, Z

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:05:08.675741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.241788Z digest=sha256:8acabc3881b352b9150b20f60b4495581f277a28b9b7566a0bed14e618ec0db5

Observation c8d3d375-33de-4ee2-9f0d-029462d23982 · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.654592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.246409Z digest=sha256:194265675d4abfdf481ae47a4e8ea4999f9d001cc3bda30404782192eba5c5e2

Observation 3f795ccf-7f56-40ee-8b73-595bdac5ff6a · outbound

This paper cites an unresolved cited work.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:05:08.638338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T15:05:08.251176Z digest=sha256:868161d51089dd80a99f20d2b32d2fe7db1842f7c695426e5ca3f0377633dd8c

Observation 6a6bd834-0dbf-4056-860d-c7e14b23560b · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP , " * write output.state after.block = add.period write newline

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-11T15:05:08.255255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:05:08.255255Z digest=sha256:cc11b1e28b0fc8bb70c8e7342b08ec8552f309392312bcddf20e11d694cb3a80

Observation 4b2e9577-c0c6-4501-bdee-4a8fc35b8472 · outbound

This paper cites write newline.

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP write newline

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-11T15:05:08.260452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:05:08.260452Z digest=sha256:8919cb649f7ff159bfe92eba535f9bad0a9c7df2bb6d3013bcca9f5c053611f7

Pith citing papers

No inbound Pith citation observations are available.