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Paper Citation Record · LEDGER

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment

As of 10 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 1 inbound Pith citation observation for arXiv:2501.19060.

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

pith.paper-citation-record.v1
2501.19060 v3

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T21:31:15.105835Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T10:52:02.947578Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

16 of 16 outbound references displayed

  • verified exact1
  • verified fuzzy12
  • unresolved2
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 46f804df-aea7-4985-9908-1d87aca1e5ff · outbound

This paper cites ImageNet: a large-scale hierarchical image database.

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment ImageNet: a large-scale hierarchical image database

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:31:15.411985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 6c897575-8b6f-4d17-92e6-95ba43b56ed8 · outbound

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

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment M., Vedaldi, A., Zisserman, A., and Jawahar, C

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:31:15.312699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 2be017ca-0f17-4d30-bd54-50627b3724c6 · outbound

This paper cites Visual-language prompt tuning with knowledge-guided context optimization.

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment Visual-language prompt tuning with knowledge-guided context optimization

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:31:15.280143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.079629Z digest=sha256:8dc565a1976907fc044d2676d90f31ff470afa3ae3c7d298db0f490798c759fe

Observation 18772275-6663-495a-9336-0564a26eab4f · outbound

This paper cites Task residual for tuning vision-language models.

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment Task residual for tuning vision-language models

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:31:15.261865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.085557Z digest=sha256:919975447cf44b7d283ba124f616336080d4aead7dbd739882f7d94fbbb77a57

Observation dfed239a-6d7a-4855-9abe-cdd87d3f2d41 · outbound

This paper cites C., and Liu, Z.

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment C., and Liu, Z

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:31:15.245282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.090771Z digest=sha256:1feceb49c1efa183605e744971b97c6272ab98a2bfb6a84a21fdb41de3ddbe78

Observation bbbacb00-ba7e-46ab-9ea5-541340c1b503 · outbound

This paper cites The calibration performance is averaged across three variants.

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment The calibration performance is averaged across three variants

Reference 15

Resolution
malformed identifier
raw_fallback, observed 2026-08-09T21:31:15.189113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.100727Z digest=sha256:6b6c11b8ebd40c8c291d4b74d5aaed5af273cc61df44f644eef25adcab0328dc

Observation afa5144e-964c-465e-bdfd-e81ef4948852 · outbound

This paper cites an unresolved cited work.

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-09T21:31:15.170905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.105835Z digest=sha256:5dc514f41d256fd2d6fd9ebb36252753a86b2eab9ebd189cb51e603c23517aa4

Observation 8aee387c-bcf6-4260-bef8-780247dac985 · outbound

This paper cites Additionally, we performed a remote sensing recognition task using the EuroSAT (Helber et al.,.

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment Additionally, we performed a remote sensing recognition task using the EuroSAT (Helber et al.,

Reference 2004

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:31:15.217371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.095639Z digest=sha256:e12c35b8fd02e821c5398494b023653e0d61db203c3fd63f23fdc31342b503a0

Observation b6adef2b-8372-4818-8aaa-88a79aa8be53 · outbound

This paper cites W., Zhang, L., Jerfel, G., and Tran, D.

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment W., Zhang, L., Jerfel, G., and Tran, D

Reference 2008

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:31:15.329046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.047542Z digest=sha256:74f37b8103fe590f074caaa93d2caabbb97ae61a9a4532b75ccdbb736147c904

Observation 78747ba2-257e-4a39-b624-2f2730c6520c · outbound

This paper cites Learning generative visual models from few training examples: An incremen- tal bayesian approach tested on 101 object categories.

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment Learning generative visual models from few training examples: An incremen- tal bayesian approach tested on 101 object categories

Reference 2009

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:31:15.395960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.026944Z digest=sha256:1a31ec340c366a74ab1b213ce37b63c07227632e95bd994a574897581c0a8ffc

Observation 5fc66412-b388-4b2d-b534-ce1c1aacf14c · outbound

This paper cites Describing textures in the wild.

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment Describing textures in the wild

Reference 2014

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:31:15.427499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.015646Z digest=sha256:d031f85ff3487bb3144d5440fcfd68b5dda91aaf8c1a167be0b5ccc79a6dbb18

Observation 840f00cd-eecd-4131-8486-47c7d342cf7b · outbound

This paper cites Towards Calibrated Robust Fine-Tuning of Vision-Language Models.

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment Towards Calibrated Robust Fine-Tuning of Vision-Language Models

Reference 2019

Resolution
verified exact
local_arxiv, observed 2026-08-09T21:31:15.153430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.058662Z digest=sha256:8b0117544f3a2a0fe1a2fb332be92626089cbf3ecd044a46d52827c23442e5c6

Observation f26d0af3-a0c9-4820-9970-adfd94f2be28 · outbound

This paper cites an unresolved cited work.

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment Unresolved cited work

Reference 2020

Resolution
unresolved
raw_fallback, observed 2026-08-09T21:31:15.345538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.041755Z digest=sha256:5df7428b3bc7d35a52b81e4109d879ddbbe3c62836d28e709b9d16dd49753749

Observation 1a35f860-2a6f-4e1b-9591-0e0e4391fa93 · outbound

This paper cites 3D object representations for fine-grained categorization.

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment 3D object representations for fine-grained categorization

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:31:15.362659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.037067Z digest=sha256:a305db85cd9d00c1b925033fc6b16c6465eb0064adafd016cffda25c3ea335c2

Observation cbc47145-473f-4d38-928f-15629d1f7212 · outbound

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

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment U., Rasheed, H., Maaz, M., Khan, S., and Khan, F

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:31:15.379045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.032139Z digest=sha256:2a8bc2461a281f2b8238bccc4bee9add81281b6a0f86bf90479d037839bde893

Observation 3647eaf3-0fce-4b09-979b-793a632f314e · outbound

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

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment A., Oliva, A., and Torralba, A

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T21:31:15.295839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T21:31:15.074641Z digest=sha256:7de259a10659068ae67beffd6dc09f2836f0a581000e3cbfa3a5ffcc7e2e78c6

Pith citing papers

Observation 7983b418-208c-47f3-b0ef-7e8c572b5c25 · inbound

SoC: Semantic Orthogonal Calibration for Test-Time Prompt Tuning cites this paper.

SoC: Semantic Orthogonal Calibration for Test-Time Prompt Tuning Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-03T10:52:02.947578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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