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Paper Citation Record · LEDGER

Conformal Prediction for Zero-Shot Models

As of 11 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 0 inbound Pith citation observations for arXiv:2505.24693.

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

pith.paper-citation-record.v1
2505.24693 v1

Coverage vector

measured 77 of 77 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:20:39.466260Z

measured 77 of 77 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

77 of 77 outbound references displayed

  • verified exact1
  • verified fuzzy69
  • unresolved6
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cfcddc84-e56c-43fd-88f0-ef6cbe6912f6 · outbound

This paper cites Learn- ing by transduction.

Conformal Prediction for Zero-Shot Models Learn- ing by transduction

Reference 1

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation eb15b2e5-936b-4b35-bc68-a16cbdd995b8 · outbound

This paper cites Uncertainty sets for image clas- sifiers using conformal prediction.

Conformal Prediction for Zero-Shot Models Uncertainty sets for image clas- sifiers using conformal prediction

Reference 2

Resolution
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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 68ac132c-2764-4063-b800-7b2fbff7d4c2 · outbound

This paper cites Self-labelling via simultaneous clustering and representation learning.

Conformal Prediction for Zero-Shot Models Self-labelling via simultaneous clustering and representation learning

Reference 3

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 3db572b2-c093-48d7-8466-70432902678a · outbound

This paper cites Food-101 – mining discriminative components with ran- dom forests.

Conformal Prediction for Zero-Shot Models Food-101 – mining discriminative components with ran- dom forests

Reference 4

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 94e33818-9397-467f-9afd-3350a8d9faa2 · outbound

This paper cites Transductive infor- mation maximization for few-shot learning.

Conformal Prediction for Zero-Shot Models Transductive infor- mation maximization for few-shot learning

Reference 5

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 078a469a-7e15-4736-96ef-df77c0288463 · outbound

This paper cites an unresolved cited work.

Conformal Prediction for Zero-Shot Models Unresolved cited work

Reference 6

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 773804f1-d58c-4c75-9519-4f680df3f31b · outbound

This paper cites Deep clustering for unsupervised learning of visual features.

Conformal Prediction for Zero-Shot Models Deep clustering for unsupervised learning of visual features

Reference 7

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 91d1d7ad-c825-48b5-a5ee-74328d390518 · outbound

This paper cites Describing textures in the wild.

Conformal Prediction for Zero-Shot Models Describing textures in the wild

Reference 8

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 89360931-5051-4e20-957f-1da07d5cf548 · outbound

This paper cites Correia, Fabio Valerio Massoli, Christos Louizos, and Arash Behboodi.

Conformal Prediction for Zero-Shot Models Correia, Fabio Valerio Massoli, Christos Louizos, and Arash Behboodi

Reference 9

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 76f3172d-e0f4-41ba-8f72-cff988c175ab · outbound

This paper cites Sinkhorn distances: Lightspeed computation of optimal transport.

Conformal Prediction for Zero-Shot Models Sinkhorn distances: Lightspeed computation of optimal transport

Reference 10

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 21c32800-bb9a-4e55-aa46-c7b34a056051 · outbound

This paper cites Imagenet: A large-scale hierarchical im- age database.

Conformal Prediction for Zero-Shot Models Imagenet: A large-scale hierarchical im- age database

Reference 11

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 61354440-b5c4-4a6f-8a55-8794c5e54522 · outbound

This paper cites A baseline for few-shot image clas- sification.

Conformal Prediction for Zero-Shot Models A baseline for few-shot image clas- sification

Reference 12

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 9cfc17f9-284f-447f-ae7c-1bc0a3a7308d · outbound

This paper cites Class-conditional conformal prediction with many classes.

Conformal Prediction for Zero-Shot Models Class-conditional conformal prediction with many classes

Reference 13

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 30190652-f475-4d51-a00b-295dd2876426 · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

Conformal Prediction for Zero-Shot Models An image is worth 16x16 words: Transformers for image recognition at scale

Reference 14

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 89a05199-c876-4919-a251-6273c1f41600 · outbound

This paper cites Training uncertainty-aware classifiers with conformalized deep learning.

Conformal Prediction for Zero-Shot Models Training uncertainty-aware classifiers with conformalized deep learning

Reference 15

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 18b52f75-04fc-4d1a-8986-cf45181c83b7 · outbound

This paper cites Fergus, and P.

Conformal Prediction for Zero-Shot Models Fergus, and P

Reference 16

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 395b32bc-80c6-4ee3-934e-29748b2a231c · outbound

This paper cites Discriminative ensemble meta-learning with co-regularization for rare fundus diseases diagnosis.

Conformal Prediction for Zero-Shot Models Discriminative ensemble meta-learning with co-regularization for rare fundus diseases diagnosis

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation e39fcbc0-37d4-4921-9926-ebb6ef16a220 · outbound

This paper cites Clip-adapter: Better vision-language models with feature adapters.

Conformal Prediction for Zero-Shot Models Clip-adapter: Better vision-language models with feature adapters

Reference 18

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 44cf4ffd-1794-4c08-bb23-cf3ac8b0e1a3 · outbound

This paper cites Transductive conformal inference with adaptive scores.

Conformal Prediction for Zero-Shot Models Transductive conformal inference with adaptive scores

Reference 19

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation d598602b-f83f-4dec-881f-d0f4c7930afc · outbound

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

Conformal Prediction for Zero-Shot Models Visual-language prompt tuning with knowledge-guided context optimization

Reference 20

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 0e3f90d6-bd42-4947-a630-2af93d5c677d · outbound

This paper cites Deep residual learning for image recognition.Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2016.

Conformal Prediction for Zero-Shot Models Deep residual learning for image recognition.Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2016

Reference 21

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 47db79fb-3bbb-46ec-8d88-6e0c66c81c8f · outbound

This paper cites Introducing eurosat: A novel dataset and deep learning benchmark for land use and land cover clas- sification.

Conformal Prediction for Zero-Shot Models Introducing eurosat: A novel dataset and deep learning benchmark for land use and land cover clas- sification

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:46.294337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 482a7cc4-8ba9-4476-9951-79e95703ac65 · outbound

This paper cites Natural adversarial examples.

Conformal Prediction for Zero-Shot Models Natural adversarial examples

Reference 23

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d5434738-382a-4f73-8b4d-a3a417be4800 · outbound

This paper cites The many faces of robustness: A critical analysis of out-of-distribution generalization.

Conformal Prediction for Zero-Shot Models The many faces of robustness: A critical analysis of out-of-distribution generalization

Reference 24

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 1902711b-f408-4f2b-b89b-6e8089bdd680 · outbound

This paper cites Conformal prediction for deep clas- sifier via label ranking.

Conformal Prediction for Zero-Shot Models Conformal prediction for deep clas- sifier via label ranking

Reference 25

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 6c022329-483b-4c50-930d-f24cb69d9149 · outbound

This paper cites Lp++: A surprisingly strong linear probe for few-shot clip.

Conformal Prediction for Zero-Shot Models Lp++: A surprisingly strong linear probe for few-shot clip

Reference 26

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation db7e3d20-8580-4b51-a8b1-81467fcf1c49 · outbound

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

Conformal Prediction for Zero-Shot Models 3d object representations for fine-grained categorization

Reference 27

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation be4f6fd7-8254-415b-86d9-3a6974efc258 · outbound

This paper cites Learning multiple layers of features from tiny images.

Conformal Prediction for Zero-Shot Models Learning multiple layers of features from tiny images

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 2026-08-11T06:34:44.6726+00:00.

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Observation 510f15f0-2c12-445f-8e4b-2758cf2e94a7 · outbound

This paper cites Tibshi- rani, and Larry Wasserman.

Conformal Prediction for Zero-Shot Models Tibshi- rani, and Larry Wasserman

Reference 29

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 6cb43a1a-5af0-4114-8e67-8f34aa4f0898 · outbound

This paper cites Difficulty-aware meta-learning for rare disease diagnosis.

Conformal Prediction for Zero-Shot Models Difficulty-aware meta-learning for rare disease diagnosis

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:45.330069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:36.133927Z digest=sha256:f568d14d0e2b4560b60c7f68c6e6dbfcd1d45ecb6a58b07d6e705d7ccaf25a73

Observation d641d3e6-cfbe-4f8d-a05e-cbee913800ab · outbound

This paper cites Open-vocabulary semantic segmentation with mask-adapted clip.

Conformal Prediction for Zero-Shot Models Open-vocabulary semantic segmentation with mask-adapted clip

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:45.136212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation cb2bbab6-5fbf-4fa2-a130-9d7126da9efc · outbound

This paper cites Effective adaptation in multi- task co-training for unified autonomous driving.

Conformal Prediction for Zero-Shot Models Effective adaptation in multi- task co-training for unified autonomous driving

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:44.932513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation cb331986-0e41-4a32-a895-e9f26a05fd19 · outbound

This paper cites Learning object-language alignments for open-vocabulary object de- tection.

Conformal Prediction for Zero-Shot Models Learning object-language alignments for open-vocabulary object de- tection

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:44.752401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:36.432976Z digest=sha256:788557e5519a781ba841a8b41f32de115cb0377bb9042e8a60694282ae9c8dd9

Observation e281d56c-f33e-4bb6-928d-7070f7c0641f · outbound

This paper cites Multimodality helps unimodality: Cross- modal few-shot learning with multimodal models.

Conformal Prediction for Zero-Shot Models Multimodality helps unimodality: Cross- modal few-shot learning with multimodal models

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:44.621016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:36.548393Z digest=sha256:75280ee8672a91612ccfb3d9afeef8daebbac8821bb7ed76e5cb9725667b0350

Observation 5eba9712-1af8-4a9f-9649-8e5dd1d50e60 · outbound

This paper cites Clip-driven universal model for organ segmentation and tumor detection.

Conformal Prediction for Zero-Shot Models Clip-driven universal model for organ segmentation and tumor detection

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:44.418927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:36.664083Z digest=sha256:2e23dfe7894448a3df6d82b853389e03fda51ffee196549421c647f5a3c62068

Observation 2fb21836-2234-469f-88a5-866a69a62642 · outbound

This paper cites Segclip: Patch aggregation with learnable centers for open-vocabulary semantic segmentation.

Conformal Prediction for Zero-Shot Models Segclip: Patch aggregation with learnable centers for open-vocabulary semantic segmentation

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:44.324263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:36.776423Z digest=sha256:6e1f944450cce0250439bec30fd04bee4f6934f4b71e3e39873fb9a1bd990bac

Observation 8055553b-f7f7-422f-9d89-973bec9b3115 · outbound

This paper cites Fine-Grained Visual Classification of Aircraft.

Conformal Prediction for Zero-Shot Models Fine-Grained Visual Classification of Aircraft

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T12:20:36.875421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:20:36.875421Z digest=sha256:a1277936d63ae306aec978a702484ff0e280b417fbd417844d13045a6f0845c9

Observation 08b88b08-a8ab-44be-97a3-d32ad9ae34cd · outbound

This paper cites Transductive zero-shot and few-shot clip.

Conformal Prediction for Zero-Shot Models Transductive zero-shot and few-shot clip

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:44.172724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:36.961630Z digest=sha256:272c60fd11e39542b09b32c6adb44881ce439a0981446a00f5803888bcf48b36

Observation c0b39e50-89a2-4807-bf85-e8985b558708 · outbound

This paper cites Least ambiguous set-valued classifiers with bounded error levels.

Conformal Prediction for Zero-Shot Models Least ambiguous set-valued classifiers with bounded error levels

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:44.033933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:36.997885Z digest=sha256:48ce9e26240f255214cf7ec811d604f20eb1387feaa48c17c86edb233fbdbbd7

Observation b47a2de0-df9d-4b78-9ab7-5fd7966e1cd5 · outbound

This paper cites Visual classification via description from large language models.

Conformal Prediction for Zero-Shot Models Visual classification via description from large language models

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:43.810376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:37.006744Z digest=sha256:1c0619bd1481eebe71ab1005056e28d63235c244ce72774cfe06ec7b7df2a800

Observation b91db217-8a2f-4c9f-9d27-23368ee6e782 · outbound

This paper cites Scaling open-vocabulary object detection.

Conformal Prediction for Zero-Shot Models Scaling open-vocabulary object detection

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:43.678953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:37.154996Z digest=sha256:80553121ea285ddffd3383b9c334959da39797f459a08b43b5ad05948d84133e

Observation b3e62a29-8f47-412d-9838-15558391f705 · outbound

This paper cites Robust calibration of large vision- language adapters.

Conformal Prediction for Zero-Shot Models Robust calibration of large vision- language adapters

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:43.498425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:37.189707Z digest=sha256:0f52caf1fad60e6338070c514148dcf6994722c34320a4900f72187f30a9393a

Observation 4dbfb373-d37b-460d-8e52-9ae9695696fc · outbound

This paper cites Automated flower classification over a large number of classes.

Conformal Prediction for Zero-Shot Models Automated flower classification over a large number of classes

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:43.378699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:37.222990Z digest=sha256:6309d6ec4c649ff084505cb77b07476561282aaaa03f5f45e9665deb454bdea6

Observation df47c48d-ee11-4af0-93f4-7d85354980c4 · outbound

This paper cites Chils: Zero-shot image classification with hierarchical label sets.

Conformal Prediction for Zero-Shot Models Chils: Zero-shot image classification with hierarchical label sets

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:43.208596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:37.268436Z digest=sha256:fe6ec14d58fe73f5a3aee2265c90e15c83c60ebc5f11deb03e6718277cac6eaf

Observation 5ab37aab-f67d-4b56-9d0c-deeb43614e79 · outbound

This paper cites To- wards calibrated robust fine-tuning of vision-language mod- els.

Conformal Prediction for Zero-Shot Models To- wards calibrated robust fine-tuning of vision-language mod- els

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:43.084146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:37.323693Z digest=sha256:19d249880693209ac4b735ca315336e516dee7bd30ef215ca0a978f58e9be922

Observation 58723192-371b-4561-af65-aeb82e4e25bf · outbound

This paper cites Inductive confidence machines for re- gression.

Conformal Prediction for Zero-Shot Models Inductive confidence machines for re- gression

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:42.948952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:37.377501Z digest=sha256:89171ae0d3fcbe3137a8e710d5800a2f53b050f97837078854dab6ea3c2d0f88

Observation a6b52141-2794-4f99-8759-f554aab82832 · outbound

This paper cites Cats and dogs.

Conformal Prediction for Zero-Shot Models Cats and dogs

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:42.839707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:37.410380Z digest=sha256:18e1e7658822c830f26bba7e3962967a1dfa24f6a36d5cbbfbee5a6b1a7d2f30

Observation 4fef45b3-b05b-4c72-940c-fd33f94ef195 · outbound

This paper cites Transductive confidence machines for pattern recognition.

Conformal Prediction for Zero-Shot Models Transductive confidence machines for pattern recognition

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:42.699838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:37.460804Z digest=sha256:9608dd39d0cdf1498c2fb9d304d6bfcb7474c01b5c580e2257a23cfd3e7170ad

Observation 8c1c4127-9864-49cc-afeb-3bff5c18ecb9 · outbound

This paper cites Learn- ing transferable visual models from natural language super- vision.

Conformal Prediction for Zero-Shot Models Learn- ing transferable visual models from natural language super- vision

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:42.573540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:37.529844Z digest=sha256:a6c5ad458d8256fe3ea02d06b33c23bcd9b0704c85343d4bb39a21b501db1d63

Observation c7ff988a-e2d5-46c5-ace1-a0cc0acd72a1 · outbound

This paper cites Do imagenet classifiers generalize to im- 10 agenet? In International Conference on Machine Learning (ICML), pages 5389–5400, 2019.

Conformal Prediction for Zero-Shot Models Do imagenet classifiers generalize to im- 10 agenet? In International Conference on Machine Learning (ICML), pages 5389–5400, 2019

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:42.501000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:37.557115Z digest=sha256:7b89bd85ea4f65f89ec197b3bb0c9040584c38525aeed534fb12c51da3705e28

Observation c0a0f000-2696-4f10-a949-f074a2787097 · outbound

This paper cites Clas- sification with valid and adaptive coverage.

Conformal Prediction for Zero-Shot Models Clas- sification with valid and adaptive coverage

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:42.379902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:37.677022Z digest=sha256:28a858a8bf7089c91c9f47aa1db42c14ddcd652dfacf59b56d387e4df488aa63

Observation 6d11b546-1b6e-4cf1-be7a-9ccc5f64358e · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

Conformal Prediction for Zero-Shot Models High-resolution image synthesis with latent diffusion models

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T12:20:37.890242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:20:37.890242Z digest=sha256:234da3e95e6f0ba05f13e4f1e805f5f9b93831f02dad2fa1d2de75aa88fb4e0c

Observation 895cc83d-e557-4531-b420-ff752fbab563 · outbound

This paper cites Transduction with confidence and credibility.

Conformal Prediction for Zero-Shot Models Transduction with confidence and credibility

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:42.263696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.027219Z digest=sha256:9d71365bd9bb2fc6355fb62cf9bf61ef530392a478e90e4429ccd64e1208b917

Observation 1f972141-ac6e-4ae1-b4bd-81b4f361c2de · outbound

This paper cites Few-shot adaptation of medical vision-language models.

Conformal Prediction for Zero-Shot Models Few-shot adaptation of medical vision-language models

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:42.165290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.164748Z digest=sha256:f84fd4d395216e69f75d706b5ccdbe6db4a0ca4d192f3f2891e7f65fb3365cf2

Observation e31bc986-32a8-47a1-949d-1d019e73ea39 · outbound

This paper cites Test- time prompt tuning for zero-shot generalization in vision- language models.

Conformal Prediction for Zero-Shot Models Test- time prompt tuning for zero-shot generalization in vision- language models

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:42.037813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.321706Z digest=sha256:b65d415ac86b8773819ddd97ae06c778df41d8dceac5066b385d5674ed90a78a

Observation bee8c827-2079-48e0-8ef8-fec864d87360 · outbound

This paper cites A closer look at the few-shot adaptation of large vision-language models.

Conformal Prediction for Zero-Shot Models A closer look at the few-shot adaptation of large vision-language models

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:41.917373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.376318Z digest=sha256:3abaa43f9fd6a69e2a35a927d1334ebd4e7faebcafc12c672824c1e0d0a9da22

Observation 1c0cfb49-0723-49d2-811c-f51332dedf7e · outbound

This paper cites A foundation language-image model of the retina (flair): Encoding expert knowledge in text supervision.

Conformal Prediction for Zero-Shot Models A foundation language-image model of the retina (flair): Encoding expert knowledge in text supervision

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:41.800086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.380383Z digest=sha256:9d61817501f2da394e9c734ddcf5f4766bea037064b1eea3a748c6f820d788bc

Observation bd64ca49-c220-4499-9244-227ae86a8ee0 · outbound

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

Conformal Prediction for Zero-Shot Models UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-07T12:20:38.420124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:20:38.420124Z digest=sha256:9c577a328581ca069a94e76101f7e7c8a14a054f6e66ad783653493bea338a93

Observation cc77a493-e169-4087-b697-3d34e61e0417 · outbound

This paper cites Learning optimal conformal classifiers.

Conformal Prediction for Zero-Shot Models Learning optimal conformal classifiers

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:41.690236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.467979Z digest=sha256:146c129026143202e27a79220f3d763738b67315b4f0f482de9cbb6e60471ab5

Observation a6c8ec31-424b-4ceb-88ba-61abcb2a6ae9 · outbound

This paper cites An empirical study into what matters for calibrating vision-language models.

Conformal Prediction for Zero-Shot Models An empirical study into what matters for calibrating vision-language models

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:41.417911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.516856Z digest=sha256:fd71e55b279b7fd8b02844e845ff97dc647efa2bcdacc8d08f1a3036488d32b1

Observation e4ad6926-1c78-4da4-9caa-85955d8ae456 · outbound

This paper cites an unresolved cited work.

Conformal Prediction for Zero-Shot Models Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:20:41.242427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.562608Z digest=sha256:e0ffb340353d59841fabce991cad4ffa7236d5b1ca0bb30d140fa405f9aea45e

Observation c9c29d32-13f6-4b36-b7d2-d60788b90aae · outbound

This paper cites Realistic evaluation of transductive few-shot learning.

Conformal Prediction for Zero-Shot Models Realistic evaluation of transductive few-shot learning

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:41.124742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.609613Z digest=sha256:638d3ca00aefb373cbc38c77cdcdc606e218f9c06cf849652872342b4a327a12

Observation dbc2c45f-4204-4b5c-a14b-f71a5ecc97f8 · outbound

This paper cites Optimal transport: old and new.

Conformal Prediction for Zero-Shot Models Optimal transport: old and new

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:41.035713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.642638Z digest=sha256:4b2271477ca633812528b533711b26d1331e710a4733a9d4dd3a169323f4b31d

Observation 9ca27154-9ab9-43fe-a23a-d85664749623 · outbound

This paper cites Conditional validity of inductive conformal predictors.

Conformal Prediction for Zero-Shot Models Conditional validity of inductive conformal predictors

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:40.962817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.686131Z digest=sha256:72934ae265d226ee1cc57e3fc452b4f8411e9197ce5d787b3f46397d28826fff

Observation 25bc01e4-37ba-473a-b811-37adcb78433a · outbound

This paper cites Transductive conformal predictors.

Conformal Prediction for Zero-Shot Models Transductive conformal predictors

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:40.823005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.690048Z digest=sha256:6757f21d33e938c447898e004eaf28189c4789be4fb1a95edd84ff3afe00e155

Observation 0a108860-6cce-4915-8420-eb49fe87d1c1 · outbound

This paper cites Algo- rithmic Learning in a Random World.

Conformal Prediction for Zero-Shot Models Algo- rithmic Learning in a Random World

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:40.722557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.733328Z digest=sha256:2acbdb7a9880a5802bced5e74148ee5fcfa3956bcb15eb79226b529aaa60cafd

Observation a9ef0567-5c50-4453-bbb6-19aece30e59b · outbound

This paper cites Tent: Fully test-time adaptation by entropy minimization.

Conformal Prediction for Zero-Shot Models Tent: Fully test-time adaptation by entropy minimization

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:40.573218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.800347Z digest=sha256:bff8c8a2397f60379b0049ca96a3f98246976bcd39db42995ee240f1dd883a34

Observation 264a9d99-b4b8-4243-a9f8-fa2e75c5302b · outbound

This paper cites Learning robust global representations by penalizing local predictive power.

Conformal Prediction for Zero-Shot Models Learning robust global representations by penalizing local predictive power

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:40.477945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.876246Z digest=sha256:c55fc85034567c50283817b5f4c56683965dc6686f4596063829952abd0dc86e

Observation 9308114e-8bec-41d5-b2fc-9de0a0e4dc43 · outbound

This paper cites Does confidence calibration improve conformal prediction?.

Conformal Prediction for Zero-Shot Models Does confidence calibration improve conformal prediction?

Reference 69

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:20:39.554154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.919778Z digest=sha256:d5a5894d72ebebe5067560d401d3c5b956c6a2b27c72ddf826830239ae6585c7

Observation bb4bf182-36a0-4f7a-8288-cc15ef8af19a · outbound

This paper cites Ehinger, Aude Oliva, and Antonio Torralba.

Conformal Prediction for Zero-Shot Models Ehinger, Aude Oliva, and Antonio Torralba

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:40.386905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:38.988629Z digest=sha256:b75bd48440d1b19a2c9ab4c09f5c88c03d66e3ac0672b3fd8e3bd64d68f483fb

Observation 47c8ab36-6a5a-49e6-b215-7d2d6dc95613 · outbound

This paper cites Demystifying CLIP data.

Conformal Prediction for Zero-Shot Models Demystifying CLIP data

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:40.252661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:39.075126Z digest=sha256:cf1ad2180ac7dcc7eb42a61ea0da0ff4b735825b135b91dd17379acf4786426c

Observation 1fa91ec3-63d2-45ad-b46f-74d08771dcfb · outbound

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

Conformal Prediction for Zero-Shot Models Task residual for tuning vision-language models

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:40.148507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:39.150756Z digest=sha256:d6038c0a6364c60c2c482f2e89dd06125f414a1a311d33b45c8f4668598df5a1

Observation 06df804a-a958-41c2-be1f-7610b0a72aa8 · outbound

This paper cites Boost- ing vision-language models with transduction.

Conformal Prediction for Zero-Shot Models Boost- ing vision-language models with transduction

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:40.082678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:39.243261Z digest=sha256:d501cd0d0a5122f1c27b087b74a0a88be57a47a4a71bd5e13d0716c639788cae

Observation 747d3750-5d10-4d87-b4b4-dc3890b9382d · outbound

This paper cites Tip-adapter: Training-free clip-adapter for better vision- language modeling.

Conformal Prediction for Zero-Shot Models Tip-adapter: Training-free clip-adapter for better vision- language modeling

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:39.967816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:39.290757Z digest=sha256:8f237ec8fffdca8e929412645e8a55122c3355bb6548689236ae8cb1a9eeee71

Observation f7e9e39a-9c2d-44c4-aaaf-39c375b56642 · outbound

This paper cites Learning to prompt for vision-language models.

Conformal Prediction for Zero-Shot Models Learning to prompt for vision-language models

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:39.883301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:39.346759Z digest=sha256:d78d9aec5da9ae74504770a90ec7cc4661753c1b4dff2a59c766129ace610159

Observation 20bea0b6-996f-4c3a-a652-15939362640b · outbound

This paper cites Ease: Unsupervised discrim- inant subspace learning for transductive few-shot learning.

Conformal Prediction for Zero-Shot Models Ease: Unsupervised discrim- inant subspace learning for transductive few-shot learning

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:20:39.742222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:39.405555Z digest=sha256:00e4bfea7ae2166f9846f38bbb54a8d24bf1aa5bda0d8b988382ec36431535af

Observation 043645fa-cca3-4863-b0a1-929b8472e0ea · outbound

This paper cites ↓” indicates smaller values are better. Bold numbers are superior results. These results complement Tab. 2 in the main manuscript. Grayish marginal coverage (“Cov.

Conformal Prediction for Zero-Shot Models ↓” indicates smaller values are better. Bold numbers are superior results. These results complement Tab. 2 in the main manuscript. Grayish marginal coverage (“Cov

Reference 2022

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T12:20:39.663052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:20:39.466260Z digest=sha256:deaa7f1e94f4ad13f856b7621d55514957f3fbce4003c7a15d0f97f429ab039a

Pith citing papers

No inbound Pith citation observations are available.