Pith. sign in

Paper Citation Record · LEDGER

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation

As of 13 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2412.09718.

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

pith.paper-citation-record.v1
2412.09718 v2

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T16:54:18.773983Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

66 of 66 outbound references displayed

  • verified exact3
  • verified fuzzy53
  • unresolved9
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 99fddf29-976e-4c61-a8a7-3d11f6b223d0 · outbound

This paper cites Vari- ational inference: A review for statisticians.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Vari- ational inference: A review for statisticians

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.714406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.500726Z digest=sha256:bd7fe372172ba48a3309bf1c3725ed008068b377b54beed32e01c26a26cabe73

Observation d4e464f1-15b0-4a01-a570-32311e284aae · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Food-101 – mining discriminative components with ran- dom forests

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.700682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.505248Z digest=sha256:ba6d0ac583b6d2945e2e2b757dfdb675b8a6fb8e49cf22a8886192243118e187

Observation 3ed8ea37-98bd-4b73-a24a-6bfca1187e43 · outbound

This paper cites Emerg- ing properties in self-supervised vision transformers.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Emerg- ing properties in self-supervised vision transformers

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T16:54:18.509242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:54:18.509242Z digest=sha256:2cc5e587a6414cc7d13387e4ac34776d702eebc1b6d4f2e90ed15478de3af2f5

Observation f6f6f0f9-e70a-47a8-a54b-64f5d007e847 · outbound

This paper cites Castro-Mac ´ıas, Pablo Morales- ´Alvarez, Yunan Wu, Rafael Molina, and Aggelos K.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Castro-Mac ´ıas, Pablo Morales- ´Alvarez, Yunan Wu, Rafael Molina, and Aggelos K

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.678126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.513367Z digest=sha256:3d7c32930530a9248f434185fd7a78067c127a12c4b9680761bad64d7248cb27

Observation 4d0be8b0-0532-47a5-b65f-f16dfb7d576e · outbound

This paper cites An empirical study of training self-supervised vision transformers.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation An empirical study of training self-supervised vision transformers

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-11T16:54:18.517601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:54:18.517601Z digest=sha256:61e0875fcd2be39c92df3808c87ea7518a658c78826eafc2bb7c5c1c0d6f58e0

Observation e7cb93cc-27ca-4a0c-aaeb-1b2a1d0480ca · outbound

This paper cites Describing textures in the wild.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Describing textures in the wild

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.653193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.521795Z digest=sha256:b7bcb6f848490dcb4ce9bd7c54558f3ddb38ca8ee478a06ccbe10d1aa4fcfda8

Observation 04c2cdac-0178-4f88-8968-a21cf64a3ed5 · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Imagenet: A large-scale hierarchical im- age database

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.637321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.526237Z digest=sha256:e539737c6cf21d851db4e6b31d20250255afbd20772f06b8f568edfd841dfba4

Observation b2858e2d-3bbe-4549-b608-cd614513c49d · outbound

This paper cites Turrisi da Costa, Cees G.M.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Turrisi da Costa, Cees G.M

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.624162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.530465Z digest=sha256:2dc42cb953f88e470bc5baa6ef6200f788411465663e6b5ade0ed4f763178b52

Observation dae27d80-d706-4e43-93f1-0c4394fcd23c · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation An image is worth 16x16 words: Transformers for image recognition at scale

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.611124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.534654Z digest=sha256:1c774cebadf3024a347dad2887205498a8ac39b7bfc72bcd8fcfb19aa6dc0050

Observation 925b9cbf-9f1b-41ec-be54-fa3e2601888e · outbound

This paper cites Improving clip training with language rewrites.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Improving clip training with language rewrites

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.597796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.538957Z digest=sha256:6d21a14156785eb1119599d59afb86666bf76a51746f50374b54c1d4dfd0f240

Observation 63230ceb-99a2-432f-bfb1-bb6a3d72f2e5 · outbound

This paper cites Fergus, and P.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Fergus, and P

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.583615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.543350Z digest=sha256:f67b79bc5fac4e89b16fefbfcd2dfbfadcbcad3e297d3e5b7eb5cfa2837a51ca

Observation b24afff4-1616-49df-9b47-07244b1e19a5 · outbound

This paper cites CLIPScope: Enhancing Zero-Shot OOD Detection with Bayesian Scoring.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation CLIPScope: Enhancing Zero-Shot OOD Detection with Bayesian Scoring

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-11T16:54:18.875124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.547828Z digest=sha256:70fc934563ab5dcc1d376e874bbfe6e1d0c07a50be6dd21cab3a4250d8ffa55f

Observation 6c5183ed-ea8d-4496-9bd8-efee47dbc44e · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Clip-adapter: Better vision-language models with feature adapters

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-11T16:54:18.552439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:54:18.552439Z digest=sha256:fca5ea3d119abc79f950f8c772432a1d888a9830bd24dc2241a41a212367ab65

Observation c0ad9dbd-ebc3-4722-b87f-0142597ca006 · outbound

This paper cites Selective classification for deep neural networks.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Selective classification for deep neural networks

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.560129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.557061Z digest=sha256:e3af6b7275e8c0c819b2ff16af977e40349b0bcdd5ed83cecfd16bfd163b38b8

Observation 7026a907-68d9-41e8-a7c7-3e3d8eb66026 · outbound

This paper cites A data-driven measure of relative uncertainty for misclassification detection.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation A data-driven measure of relative uncertainty for misclassification detection

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.546610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.561324Z digest=sha256:21f6a46ba4e58c3566b24e7afc5479a0beb13e6ebf57a1ff96f80809b0cb12a0

Observation 22ac048c-5d3d-42c9-9503-4d9bf573224a · outbound

This paper cites Weinberger.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Weinberger

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.533232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.565577Z digest=sha256:d36d51b33201b67022bfd7f217c0dbb812f8486484c341806072698284811536

Observation a299bbbd-b87a-43f5-99af-5ba343ed84e1 · outbound

This paper cites Pay attention to your neighbours: Training-free open-vocabulary semantic segmentation.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Pay attention to your neighbours: Training-free open-vocabulary semantic segmentation

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.519636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.569680Z digest=sha256:f2e0da1dba36acfb0d06e6e1b6a7f87ba79422d6deb2d65554055ead29d16687

Observation 6609690a-0695-44e2-aaf2-3f05451a765a · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Visual-language prompt tuning with knowledge-guided context optimization

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.505604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.574011Z digest=sha256:d35df88891359be9ed7706a05c0e1f39d345ce44d1fcd3dae779dfb8b286f4f6

Observation 4eb22862-929a-41c7-a6ee-ec0bf57d4e4e · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Deep residual learning for image recognition.Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2016

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.491462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.578381Z digest=sha256:b3df05e2adb1423cfd0639e19839a60c6503c9903bfe65a1c2dfd8bc0711538d

Observation a4a86ffb-dc4f-4056-8b0a-71e842d63d94 · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Introducing eurosat: A novel dataset and deep learning benchmark for land use and land cover clas- sification

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.477299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.582497Z digest=sha256:eb84f0cc15b5901b631e09a555345007a42b42ce4f172ae6709d1f2a0b4ec839

Observation 1048fd24-9655-498e-9494-aaab80fc1c1a · outbound

This paper cites Improving explorability in variational inference with annealed variational objectives.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Improving explorability in variational inference with annealed variational objectives

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.463327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.586643Z digest=sha256:752713f62d901c1980b4dc8636eada011a0cc5ceb0ff755c95ad0292c84882a0

Observation 0c5f23b2-0f90-4f95-96c3-fb2ac31cd8de · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Lp++: A surprisingly strong linear probe for few-shot clip

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.448320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.590851Z digest=sha256:66c551483548b8f8b655d8080b0c00b89ca894d61cc71d9158d649eacf1a1ee3

Observation ba55f29f-b553-41d3-a046-eede82a9f1f3 · outbound

This paper cites What are bayesian neural network posteriors really like? In International conference on machine learning, pages 4629–4640.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation What are bayesian neural network posteriors really like? In International conference on machine learning, pages 4629–4640

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.433784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.594910Z digest=sha256:15b4fbb96c769b8d6656e1d79d887f91934d27b92a9cd06a14b7eef59f58159c

Observation f8d9a3f8-9a2f-4468-bc82-59a38c2b5ccc · outbound

This paper cites On uncertainty, tempering, and data aug- mentation in bayesian classification.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation On uncertainty, tempering, and data aug- mentation in bayesian classification

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.421030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.599163Z digest=sha256:8128e850cf641e4e1f5b264ace48f97ca9828666dc1ff6d3dda5f8cce9e6b655

Observation 8b615ce9-cd76-4f3b-beb9-5831ac443163 · outbound

This paper cites Consistency and uncertainty: Iden- tifying unreliable responses from black-box vision-language models for selective visual question answering.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Consistency and uncertainty: Iden- tifying unreliable responses from black-box vision-language models for selective visual question answering

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.407871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.603475Z digest=sha256:4f91e3b9ad76cd78e79fcccb88b2e2e4d5fdaa46b6b06d8fb66f05074db51456

Observation ec393d9a-a392-4179-ac54-c6cbff43c5a8 · outbound

This paper cites Maple: Multi-modal prompt learning.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Maple: Multi-modal prompt learning

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.393521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.607866Z digest=sha256:ebd847e460a81cf61825e2bcebf1a6ba0172d0ef0341b5e7ee6102a7dd9fee7f

Observation ee1c3b4b-7cf5-445a-8803-73786fcc13e1 · outbound

This paper cites Variational diffusion models.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Variational diffusion models

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.379269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.612091Z digest=sha256:596451fbbec0f3d8251ed69555eac94fc21b175b0b4209056cee1debe286e6e5

Observation cd5b9565-cf22-4ed7-a227-ecc09e79adf5 · outbound

This paper cites Auto-Encoding Variational Bayes.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Auto-Encoding Variational Bayes

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-11T16:54:18.616359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:54:18.616359Z digest=sha256:a5cea1fb867b2582c59b4441e5f58367c4fcea8480dd0834f9b221a0e39bb941

Observation 5b2111c0-5638-462d-8324-f1277c94f33f · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation 3d object representations for fine-grained categorization

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-11T16:54:18.620883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:54:18.620883Z digest=sha256:9d7e06c7259864534e621856eeb2b3e97f434f43e3375637daa932806de36b13

Observation 2ad64d6d-3e38-401f-a69b-8e3162e702bb · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Effective adaptation in multi- task co-training for unified autonomous driving

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-11T16:54:18.625033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:54:18.625033Z digest=sha256:b64edecaff3b232ae21d5d8ff43bf85d70bec072aeafab91e258afa1f52b2c0a

Observation 813d4fd1-2f4c-40fe-b727-7e1dc35f0b4d · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Multimodality helps unimodality: Cross- modal few-shot learning with multimodal models

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.346789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.629378Z digest=sha256:bef97b36c964efb794fb2e75b44e15bbef1b5cda4149f3caf9c7a218944d728c

Observation ea235e39-8078-4e57-a079-448a5766f952 · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Clip-driven universal model for organ segmentation and tumor detection

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.333115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.633656Z digest=sha256:2468df2c55bf05479083bde99cf28302996e34f90afa3285cfa975b10e8df6ad

Observation ffa4a4bf-aa5c-4dee-b830-fccb3441a402 · outbound

This paper cites Energy-based out-of-distribution detection.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Energy-based out-of-distribution detection

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.318900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.637715Z digest=sha256:76c7be90964827cb45848380418d37b296c8416d4a20aef36d4384abf33acb0e

Observation f83f2456-bb03-467f-82b6-2e184e0557a3 · outbound

This paper cites an unresolved cited work.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:54:19.304739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.642067Z digest=sha256:4933c2eb0856c48c3e899315774e2ecd1f56824e708142812ac9187dd5efd757

Observation 832a0334-ed1f-448f-8e42-a63ccb4bc8e0 · outbound

This paper cites Bayesian exploration of pre-trained models for low-shot image classi- fication.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Bayesian exploration of pre-trained models for low-shot image classi- fication

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.290454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.646288Z digest=sha256:0df5c6ce25667109cffe7a4a63b6d7d82843e43aaa1ff2146456533210059590

Observation b079daa1-46a7-407b-910e-cc9548022649 · outbound

This paper cites Activation- level uncertainty in deep neural networks.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Activation- level uncertainty in deep neural networks

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.276958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.650668Z digest=sha256:745c8fa0a3699f01ee182a7e50f9876eaa13c3c7c5a3b81202a6958bad7e380d

Observation a7e99803-7f5a-4937-8d61-c7cc38b4dad5 · outbound

This paper cites Katsaggelos.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Katsaggelos

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.262933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.654307Z digest=sha256:461b612eaadbf0e48a89a4cf357c4afd3d5c181fd7fed8532f3871d7c6ff6e12

Observation 7ef8c1da-0cda-43f7-a001-22db27257ed4 · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Robust calibration of large vision- language adapters

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.249285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.657807Z digest=sha256:89af52063cdba5700ef85c2a895235af1cf8f0ec24d88d182c917a279ef66928

Observation f6bbc676-25e7-40b8-940a-c7aab2125aab · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Automated flower classification over a large number of classes

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.235755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.661297Z digest=sha256:725d8834fd7b55a5698713bae46860479cc6793cc25f1ea4d740894991cb3fda

Observation 550b138a-fb46-4060-91c8-f9619f963204 · outbound

This paper cites Dusenberry, Linchuan Zhang, Ghassen Jerfel, and Dustin Tran.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Dusenberry, Linchuan Zhang, Ghassen Jerfel, and Dustin Tran

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.222485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.664775Z digest=sha256:462d0ef988ccc9e34b2ba686540aab5a6a118c8c9826a4ef751ae2e42e532b45

Observation e1998134-b51a-4991-bcfb-6f6307439f9c · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation To- wards calibrated robust fine-tuning of vision-language mod- els

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.209661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.668377Z digest=sha256:f0563ba4e3849671f052c7cb59201b572bbe35a844d9a3298a67f02d9be96e2b

Observation 9e904537-b51d-4cbf-a440-19cc2ce91af4 · outbound

This paper cites an unresolved cited work.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:54:19.196454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.671886Z digest=sha256:831f7c86ed2d777eae200aa2400210a02e02a14ae7031a99cfc212cddad25330

Observation f4a88c7d-c219-4ace-b673-1e6371919f9a · outbound

This paper cites Cats and dogs.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Cats and dogs

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.182367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.675470Z digest=sha256:657b089e11d372728700f6814599066f9ec64919da02ec78b42d23d64d7b1cce

Observation 26016f68-ecab-4fba-84a5-c8cfadf8dfe0 · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Learn- ing transferable visual models from natural language super- vision

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.168749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.679334Z digest=sha256:fcb4c3ddc0a0d2baf54439ef53994c3a319ce6b4b8b5ab5a5a3258281a48d8f8

Observation 2ce8f1ea-215f-4a60-8d45-1d98e0d56ec1 · outbound

This paper cites Clip for all things zero-shot sketch-based image retrieval, fine- grained or not.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Clip for all things zero-shot sketch-based image retrieval, fine- grained or not

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.154796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.683174Z digest=sha256:4f2b860995ad80d1bc95120024d78ea33553b7ecc70635cc174b044ec828135f

Observation eb75939d-7126-43aa-9eb7-344839231176 · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Few-shot adaptation of medical vision-language models

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.140146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.687275Z digest=sha256:89b6c2b306e386fc50fd8e11995d00759c609daec5e779388ba21f6ee7a646f5

Observation 88ba0d93-7b77-49b3-944b-e58b4210ed0c · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation A closer look at the few-shot adaptation of large vision-language models

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.126329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.691367Z digest=sha256:9ff4c6c10948bb49d9cf230e62bfe1a8973db3fc7ade380bd5a05f543f851092

Observation af6db659-4161-4cbe-895d-733308530b26 · outbound

This paper cites Ucf101: A dataset of 101 human actions classes from videos in the wild.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Ucf101: A dataset of 101 human actions classes from videos in the wild

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.112543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.695562Z digest=sha256:8c8a61bc148d114047a91bdea81400f9ce5636866972541ede8ceff775dbfa21

Observation 50cd1510-4adc-40cc-aecc-c0ecf14b965a · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation An empirical study into what matters for calibrating vision-language models

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.098767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.699562Z digest=sha256:f121cdd7bbed2c79efed3d1a617ac82de2ae5498ae035626e4fb9f2a51aba8f9

Observation 4e6559fc-90b8-4ad3-933b-fc0e2aee4964 · outbound

This paper cites Probvlm: Probabilistic adapter for frozen vison-language models.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Probvlm: Probabilistic adapter for frozen vison-language models

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.084509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.704062Z digest=sha256:8125fd0e020dcfda2394b76ade1a8db7cc91f3dcbaa75c3ce12058e5e448cf35

Observation 0638db17-342b-4e05-9920-b3e28a558b51 · outbound

This paper cites Sclip: Rethink- ing self-attention for dense vision-language inference.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Sclip: Rethink- ing self-attention for dense vision-language inference

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.070484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.708416Z digest=sha256:f4b711a4c5b50c55e79b93c62952c84694e784bb4972021e3445686014333030

Observation 1728a960-314f-4cd2-a985-05f53242d60d · outbound

This paper cites Open-vocabulary calibration for fine-tuned clip.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Open-vocabulary calibration for fine-tuned clip

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.056825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.713154Z digest=sha256:431b0c4188e99fb5ec4d45bd7d217abc8111fa56b858fe68ffeff751b958e0b0

Observation c7e94791-e554-4c8d-af7b-2ab730d04188 · outbound

This paper cites Bayesian Example Selection Improves In-Context Learning for Speech, Text, and Visual Modalities.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Bayesian Example Selection Improves In-Context Learning for Speech, Text, and Visual Modalities

Reference 53

Resolution
verified exact
local_arxiv, observed 2026-08-11T16:54:18.840790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.717357Z digest=sha256:66ae0b026794bd3d0cbd1f6a1632288a328b912b7131ba60c883a268bcf8ecb7

Observation 3632df1d-a8f9-4b4a-abde-f0c35c7a10b0 · outbound

This paper cites Bayesian deep learn- ing and a probabilistic perspective of generalization.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Bayesian deep learn- ing and a probabilistic perspective of generalization

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.043462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.721805Z digest=sha256:9c8575839cd73c213fc631b7c20d34d0278f2e5d8f6e16f43d70b079e8b445de

Observation af7d1403-88cb-4027-abf2-fd1a317a8038 · outbound

This paper cites Confidence-aware contrastive learn- ing for selective classification.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Confidence-aware contrastive learn- ing for selective classification

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.029280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.726201Z digest=sha256:4bac309f5e6ec457bc090b6de2b2316a4c8e4d7d1d354dd3b2f9f08d82a17dde

Observation cdef65e3-68ae-4d51-b0e2-995fec5505d9 · outbound

This paper cites Towards Understanding Why Label Smoothing Degrades Selective Classification and How to Fix It.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Towards Understanding Why Label Smoothing Degrades Selective Classification and How to Fix It

Reference 56

Resolution
verified exact
local_arxiv, observed 2026-08-11T16:54:18.821466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.730515Z digest=sha256:85e0824cd0282dcd8c4e1d2c2ee34bca54f8a83bee88427760aba4b2191e45ce

Observation fbfa8e3e-f262-4207-9c32-870fd2a9f60a · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Ehinger, Aude Oliva, and Antonio Torralba

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:19.014771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.735201Z digest=sha256:795f0a0a741d468d903ecf60ce52eaf7248d515c6dbf3c15e92441f4550dbdff

Observation b9203c23-e2bc-40e8-ba6d-8550bc6d8cc8 · outbound

This paper cites C-tpt: Calibrated test-time prompt tuning for vision-language mod- els via text feature dispersion.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation C-tpt: Calibrated test-time prompt tuning for vision-language mod- els via text feature dispersion

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:18.999888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.739454Z digest=sha256:6469684557c25a7fd40d8e4f4276fddb643da8af3d3bc1e5fc14f022aaf89ddb

Observation ea3c9946-f2ef-42da-879c-df5912e6d3b1 · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Task residual for tuning vision-language models

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:18.985704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.743452Z digest=sha256:00876838ab2d397a2ee0ba1899bceb8e4f425f524a88f53a67d27209b54ed71b

Observation 73609cf7-30b5-4d67-a07c-e084003d22cc · outbound

This paper cites Advances in variational inference.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Advances in variational inference

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:18.971854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.748020Z digest=sha256:4a318280669913d95869d55d34f5f6fc7c9db4b9a9713444477004ba8a742fcd

Observation 073dae7f-52ba-453c-8b24-d8d2a107b37f · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Tip-adapter: Training-free clip-adapter for better vision- language modeling

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:18.957205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.752375Z digest=sha256:19bb6222e89cb2271c71479fec61e41bdfc1ff98731e93db538bf1fc861b6d5c

Observation d830ab30-f3fc-46d4-b11a-083778e5ecdd · outbound

This paper cites Conditional prompt learning for vision-language mod- els.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Conditional prompt learning for vision-language mod- els

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-11T16:54:18.756675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:54:18.756675Z digest=sha256:8b8ba59e6cf86150362ac15e7e411710c2ccafd139cec91fa0e41b4148ca9952

Observation 3000188c-3697-4c67-a5cd-b377e8466538 · outbound

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Learning to prompt for vision-language models

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:18.933730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.761103Z digest=sha256:ecf69bba951c5c086c89c595bdbfdce49eced5fbf627a91f758da6ab15b87995

Observation 866984a7-628d-4c8e-b400-3845381e38eb · outbound

This paper cites Prompt-aligned gradient for prompt tuning.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Prompt-aligned gradient for prompt tuning

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:18.919211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.765353Z digest=sha256:3d02c1bbca66d1a4da7ff21b1d6f24faf55ef7bacba81e7b1fcbb2e5b7553fc2

Observation 96aa2fbe-4ed5-4b36-a670-9e883c5b5098 · outbound

This paper cites Bayesian cross-modal alignment learning for few-shot out- of-distribution generalization.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Bayesian cross-modal alignment learning for few-shot out- of-distribution generalization

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:54:18.904381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.769621Z digest=sha256:d98ab064dca707a60461d801b78ae71d28affa2de5446dcfc6cf36475138b1ab

Observation 2a4b170d-7237-4fee-bb31-b92efdb8c04c · outbound

This paper cites Theoretical derivations A.1.

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation Theoretical derivations A.1

Reference 2023

Resolution
malformed identifier
raw_fallback, observed 2026-08-11T16:54:18.889579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T16:54:18.773983Z digest=sha256:625ae896443586dafd22553082f199b3d97c6ae64cf83a2826971412676afc4f

Pith citing papers

No inbound Pith citation observations are available.