Pith. sign in

Paper Citation Record · LEDGER

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation

As of 14 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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.500726Z digest=sha256:7ccdc54e6ea37d509f9eab52ea1a415919565f72df0226eac72826754af991a5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.505248Z digest=sha256:4369b5a8bccc7ea2bf8c042d1bb01b51c13d94ec4e74fad06d5df080024b3436

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.513367Z digest=sha256:c506ae265ddd5d46acae228c252e1f1cc2664448754d25e081e5a2ed32242f92

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.521795Z digest=sha256:18a34d27df83ea2642524a84c8f5cdd41e4d5a282af1cf7296c9415a6b674ab9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.526237Z digest=sha256:b6bb82093d8d92856a36c28651b7433242d2d2ef23d8e9fc33a67284fedd4fa2

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.530465Z digest=sha256:e493061bd2142632593edef1c0cbb82e0bf6205bdcbef20fc73295de6c45217d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.534654Z digest=sha256:f695bfb58637ba76c74ed7be98340baa66c3ab3a5a84ececd92359cf860f3739

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.538957Z digest=sha256:48ee216cb86412ad519ae8f8d6251768b69c0c4d750cead4fc828aa5d7cc5ca4

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.543350Z digest=sha256:3063c720fe2022c5864d4e4e703966c7f27c0342dbc95312c9f0c97fa5664d9c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.547828Z digest=sha256:a867ee8bbe5e171b92b07d96cfc5e6205316681970eb1496244bb4e36825ac97

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.557061Z digest=sha256:e6f37836ee28534a593ac52c5360e313e2cdbdef7c8900b336dfd104579e6089

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.561324Z digest=sha256:c410a4a0c33bf6b249036b7acdc48f6e2a8a5ee19bd062218313d28a08b93d24

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.565577Z digest=sha256:a7dc682091ad58461f5f784b60cf95219814ca35eabd4f8b70fb3037df4f1cee

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.569680Z digest=sha256:d53fc43f25b505dd5c30fabee242c8b444184df7f89a165bf9ac2aa4dd06ccd0

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.574011Z digest=sha256:ba6848b410b93e52c30c4ed3345a91f04084450bb3f2bf040d65329fde81915c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.578381Z digest=sha256:83fc49a0f8acc1465776fc1f5e1d0f04b6f0d97a2204de4e929eb517464e3595

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.582497Z digest=sha256:f466c3b01d4357d2e9841f8da2d7629fe5ad67cee5c510cdbdc47a383ae3f33b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.586643Z digest=sha256:d1327dfb7e9666565d094bc9f64e2fad701ccd12c4ebb9a3a44546728f4963c4

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.590851Z digest=sha256:fc81ff98f52fbffc7eb7691ee4c7f18a1bc11a13fa062a364c63fd1ee055794a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.594910Z digest=sha256:02312847cd11815116160a5d7708b2cad0d92c2a94e91a1d9ea71743d3fbc2de

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.599163Z digest=sha256:7e72e097fbd02a3833ff9596b68fe794fbad45a95eadb48c759fa1ea345668ab

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.603475Z digest=sha256:0f134e9743083a29982ee8533ba09a1c67e5a01560da5a85bc7285c2fac05841

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.607866Z digest=sha256:754646b054879f46b1ab7b41a0d16715a08edbbc948d7d95e77dce8c2d9c8b3d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.612091Z digest=sha256:55749f1e4a6cb23ad9191fc1f9586112530805f764b5f7fb76d215f2058e176d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.629378Z digest=sha256:7994fd444b7cf1b8dac7e7b40ae297dfd5aa4b13b4aadc52b65c9f4e8d7ba99a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.633656Z digest=sha256:bf186105b0a61dc7a318eab596e2c4fe9e3e898908dffef019fd5c1780a6323f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.637715Z digest=sha256:a11a2699e2e0e9599f16c04644f5123406b8c4345f0c75e10fa769f21def6fbf

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.642067Z digest=sha256:b58d4641f492de65e781a4f875235e5a93985666ab78642984dbd7ef55d8b7a6

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.646288Z digest=sha256:7c1fe7eb9d58a32f2250f09e60ec22fbb9fc24bda1befbf31a1fa3147818f3c5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.650668Z digest=sha256:53f3b22a33f4812934b0aa5541d0d54fe664dc086818dc79d9cc96d679fa6409

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.654307Z digest=sha256:193eb4c720cfdd71f94e1cc60e14b7c97bd69fc87bcf804d88ce3f28d129a98d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.657807Z digest=sha256:236f7c5faae2f11cf1fa4a39a64a3d5cbc65b253baff23a642e6bc5d99e2786d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.661297Z digest=sha256:0c5dd3833c624425a4e702138fc381bb7ed8dd2d75ece71f4e7185b916e376d9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.664775Z digest=sha256:99a82ef1a1afe44060d10d4c04b1fb3bab9050ba3dbcc68922dc24f506acff3d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.668377Z digest=sha256:7b69c4a5cfdd532475a23d9d87c8a1183ec0ace68d20c60e3484f371a0dfa372

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.671886Z digest=sha256:1f5c27a96ead50010a1031bfaeaf9615a257be372d1e5374c5766b00251d0e49

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.675470Z digest=sha256:9fb6e6072f4da893037c65f0e31dd5077c7a523476a237938fb7df2621fce84c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.679334Z digest=sha256:d32783a0ca0b38c195fc7974859e2286b1744d1b1b94c87930a08036f3d65ff8

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.683174Z digest=sha256:9d8ae745356e1e6da337e997754f357d474e4eb1be363a5be0fe44c905ac0ce4

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.687275Z digest=sha256:bd0b9b3e4f6a5739fb327bf223d1035610e03a2e62d6b8dd0787f282f13a0a00

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.691367Z digest=sha256:6cf1b968a2c5205ddad8beffd88a901fca52db7393453c96f90b3c59cf64ba63

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.695562Z digest=sha256:c864f7dc7cf83c05c38871061f8ac3a221835093ce4a52ae8868ededa0b10635

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.699562Z digest=sha256:e3f2c80777f1daece772d53f890f8325c94d6cb624bd08fe6ebe32d52e810e51

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.704062Z digest=sha256:bda01fff847f21112f3900f538ea89bcf4d71178be25d6ef9bc01e060b4cff58

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.708416Z digest=sha256:1b9884fcdec9ad14f1582438a283971d45cf82d42f88be0cc76908a8483d5f08

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.713154Z digest=sha256:ad540676c751848dd3cbb48b2627d8ddff765083c75499513576c1d40cdc1cf3

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.717357Z digest=sha256:7f134a2ccd25499de85582b0bc5d8489d5e92844965f20af1757ffe4436fe7b2

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.721805Z digest=sha256:df58b1bb0aff77cda4cbce1e8a1c0c9bdebb8e3fdc3a0798cb2d6c24a3287c04

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.726201Z digest=sha256:6500aa25db377da40e46503daa0e563cb61783c33080725c4280e224f83235b0

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.730515Z digest=sha256:36cdf9ae2145cc564b7c842e8ee278d1b84b47aed0290ab5a24572f7134823d0

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.735201Z digest=sha256:62184559964015efdbf06cc9dea00dd35e2cfa659aae93de1897b53bfc5aad32

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.739454Z digest=sha256:a804949277adb71a6b815d054a6bbaa215e7a7011fe5eee8b23a1bc8c4ab7371

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.743452Z digest=sha256:0dd2ff31409e56de11290133c596cff5c26c53e9e6a9b89565f7e4956c6c3de0

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.748020Z digest=sha256:2ed3526740868e8250a85b24a25aef86a84e863e52dbb125f60b3a2c9075055a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.752375Z digest=sha256:3402ad55663958f3b49574c5f2b9aea451591f3e89526e627a58d3c8dc06770c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.761103Z digest=sha256:d20f89bf0501235dcf8932976ba9577ba16db600b311adf5a0a905a7b44f5881

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.765353Z digest=sha256:3deed2edcd9086e8762aeae6ee23e241a61b2cd5c36503927fafc318d5da50a9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.769621Z digest=sha256:fc6b9980befffe81383e40234c6dff4321d42a58389e1c7cb1d6f5467b3a1fdf

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T16:54:18.773983Z digest=sha256:7787a58a4025e5c1c62f43b7e03fa9419ae278cc73d05579dfdc183b8e105b30

Pith citing papers

No inbound Pith citation observations are available.