Paper Citation Record · LEDGER

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning

As of 16 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 3 inbound Pith citation observations for arXiv:2412.08176.

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

pith.paper-citation-record.v1
2412.08176 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T18:11:15.917325Z

measured 56 of 56 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:24:43.465367Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T13:10:08.576468Z

Reference resolution

53 of 53 outbound references displayed

verified exact0
verified fuzzy9
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 25ae6db3-bc86-451d-930a-c2d5aeef73e8 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.581550Z

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.

Observation c1550171-d1b6-478f-9359-02446b30d15a · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.669682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5238e3c1-98ec-40b1-9b10-496548810ceb · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.675111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1d14ff0-69c9-49f2-952e-e4df69638201 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.681514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5766a579-2b48-4a47-b574-472185059dea · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.543895Z

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.

Observation de1e65a6-9e61-4c9c-aad7-2f7d5ba1508e · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.530797Z

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.

Observation 65b42e01-8556-405a-af3b-ae8e71db1eb7 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.517942Z

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.

Observation 6bdf90bd-c53a-4441-a1ce-e36ede58d42d · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.701124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cce258a-b3d5-4d64-8f1f-73f2da46dd00 · outbound

This paper cites What do Vision Transformers Learn? A Visual Exploration.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning What do Vision Transformers Learn? A Visual Exploration

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.705533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed661d16-8c25-49c2-b801-723728da001b · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.710755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8016d61e-e89e-4c6e-bb8e-0ff30881c2de · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.715338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be0daf9f-7e6f-4359-aecc-2f1de2e26c3a · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.719408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57231101-ba19-41cb-9d82-48352056411a · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.722576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfa0db05-2029-4e5b-bd76-f6c601243932 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.726037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3639a85-e0f7-4e57-b128-d66f34f0ae81 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.729360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16c47667-687d-4580-a394-f5536722f823 · outbound

This paper cites U.; Rasheed, H.; Maaz, M.; Khan, S.; and Khan, F.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning U.; Rasheed, H.; Maaz, M.; Khan, S.; and Khan, F

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:11:16.452785Z

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.

Observation ea9e2d02-0b58-4e3d-8282-ae74c0d4e3ab · outbound

This paper cites U.; Wasim, S.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning U.; Wasim, S

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:11:16.439800Z

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.

Observation 31e6aa00-2d09-428f-b41d-5b86a4102b16 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.426190Z

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.

Observation c3383af4-8d19-442d-bd54-d9ad23c69b2c · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.412578Z

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.

Observation cf37852f-79da-479c-bf60-dc34c0f255be · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.756670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d24ba9eb-66ae-4304-a849-fa1d2acec016 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.387381Z

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.

Observation fd0d1185-0823-44ff-9653-b97659909d9a · outbound

This paper cites Q.; Belongie, S.; Koltun, V.; and Ranftl, R.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Q.; Belongie, S.; Koltun, V.; and Ranftl, R

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.766408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b551dca-99ca-4b01-b9ff-2ab54f35b3f9 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.363861Z

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.

Observation f56f9cfa-c9c5-42f7-97e9-24eab66983e6 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.349645Z

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.

Observation fa2d9bcb-2504-408c-aa00-1ace1448ceed · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.783553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce7d9b08-2976-471a-a486-5e68ae04c929 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.326425Z

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.

Observation af3867e1-39f4-45b6-8996-5605d8778898 · outbound

This paper cites Fine-Grained Visual Classification of Aircraft.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Fine-Grained Visual Classification of Aircraft

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.793104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dff1d068-e0ea-4443-8940-8a9e2c1b49a5 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.310798Z

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.

Observation 51001551-4951-41bb-98ee-433d425b7600 · outbound

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

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning M.; Vedaldi, A.; Zisserman, A.; and Jawahar, C

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:11:16.294609Z

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.

Observation 6faffe06-d454-4f65-afe3-657168d9a654 · outbound

This paper cites W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.810153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7a8e049-c25c-40f4-8f99-09ab9909709a · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.816030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45277a3d-9b03-40e9-872d-9f93f65c8485 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.255691Z

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.

Observation 5b49fe9c-7d40-4183-9178-dff3a2d191eb · outbound

This paper cites R.; Cogswell, M.; Das, A.; Vedantam, R.; Parikh, D.; and Batra, D.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning R.; Cogswell, M.; Das, A.; Vedantam, R.; Parikh, D.; and Batra, D

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:11:16.241234Z

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.

Observation ca7d26e9-580f-4287-98ce-67457f16f3be · outbound

This paper cites E.; Keutzer, K.; and Darrell, T.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning E.; Keutzer, K.; and Darrell, T

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:11:16.226920Z

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.

Observation be7eec54-af36-4fbf-afaf-6f7d1f20db6e · outbound

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

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.835694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09537a50-0fec-4257-9d60-0f40ab5813d7 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.214904Z

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.

Observation a16ee0a6-9789-42b4-87e6-1d7cb5d7b175 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning LLaMA: Open and Efficient Foundation Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.846292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26fe66fb-d19b-4cfa-9a6e-bf482299a9b0 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.853012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba1633fe-3380-43c7-9a43-1be6da3b0854 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.858036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45dd8cef-ec28-49ce-ac91-af607e02e7e1 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.193975Z

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.

Observation aae814b7-45f1-40a0-9107-c188d615eb83 · outbound

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

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning A.; Hays, J.; Torralba, A.; and Oliva, A

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:11:16.181230Z

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.

Observation a3954589-5606-4e57-affb-942025290e20 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.167134Z

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.

Observation 128bd95a-b63e-4203-ae69-fc3f259ad420 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.877026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68966d31-2525-4f46-83d9-1310f9f0611f · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.144551Z

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.

Observation abed297c-45b8-458f-8765-b831cb8f5fb3 · outbound

This paper cites D.; and Fergus, R.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning D.; and Fergus, R

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:11:16.132649Z

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.

Observation 0adc49db-2cc3-4053-b49e-763bade50c17 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.887454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5b1b06e-77be-437a-9f39-d6f6ffc4119f · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.892014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93801221-5be3-4a92-88ba-b6d4711ea786 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.093227Z

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.

Observation 887f88ae-6e46-4a61-abe0-6e32298b7fcc · outbound

This paper cites C.; and Liu, Z.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning C.; and Liu, Z

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:11:16.078820Z

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.

Observation 3318f0bc-2967-4736-bfc0-2c06d5965ba5 · outbound

This paper cites C.; and Liu, Z.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning C.; and Liu, Z

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:11:16.066046Z

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.

Observation 09ea8abe-63a1-4fec-8399-60d161c29981 · outbound

This paper cites an unresolved cited work.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:11:16.053453Z

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.

Observation 1ee70389-555b-4610-9e34-70f53a5d9c43 · outbound

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

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning , " * write output.state after.block = add.period write newline

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.912753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b36e065-f1cb-4610-9b71-6066e6c14c82 · outbound

This paper cites write newline.

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning write newline

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-11T18:11:15.917325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation bd0a43ef-fbcd-40e7-a94b-edbccd0d9847 · inbound

NEARL: Interacted Query Adaptation with Orthogonal Regularization for Medical Vision-Language Understanding cites this paper.

NEARL: Interacted Query Adaptation with Orthogonal Regularization for Medical Vision-Language Understanding TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T00:56:08.109161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8820b49-43d7-4388-be14-cbd3c587cc08 · inbound

Cross-Domain Few-Shot Learning via Multi-View Collaborative Optimization with Vision-Language Models cites this paper.

Cross-Domain Few-Shot Learning via Multi-View Collaborative Optimization with Vision-Language Models TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning

Reference 43

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Spotlighter: Revisiting Prompt Tuning from a Representative Mining View cites this paper.

Spotlighter: Revisiting Prompt Tuning from a Representative Mining View TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning

Reference 3492

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