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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

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measured 66 of 66 standing notices

One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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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

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External citation measurements

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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Source-reported events for the cited work

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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

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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

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

This paper cites Weinberger.

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

Reference 16

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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

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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

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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

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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

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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

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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

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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

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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

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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

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

Reference 26

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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

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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

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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

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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

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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

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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

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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

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

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

Reference 34

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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

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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:f5a28488fe5bc55be990aa5511f04814578f05be6b088b2fab415fc3840e1b54

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:f136ea097808632eba9487ff5a17ab0c7cade61dd18a7fbddff951a6a676f44e

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=sha256:52b09c5c591d506c71f78e5c7dab5c63b9b7b4f2f30a7cf70350f5aa875d71af

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:b4648a586c2a33a4edcc70c33a4e24013b1bc0debbc53f52064b25eaf7128945

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:aef178614740a3ca81f8e508a70adf70ada9dd6da84767874b81b0fe8eedc2f1

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:c8d66aa5976d0568cfb24c99d279178b0e9a8ded31bb855a9bfe3059e1ee74bb

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=sha256:988842e5e5fc8bee4798f338603fcd041f7939472cf4cda75f2c0aca397708f3

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.

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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:c2a589030d7576b2090569e17415b389e98835cc0009b3c3ef67fe28836980f8

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=sha256:6a64b73cf932cd5692aad319c942a26bcea9cbe8411485bf7a638d0e14ac445a

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=sha256:6bad79a629b97ac01f9329dcef5835f1e803b3565036fa944b8efb2dde1daff0

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=sha256:7952e24af1410f75545d1d7feb4fcd9bd9a75a0ae7adc31fcafee1c4647f8e60

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.

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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=sha256:641ebf4c96ea14ff357af99add7608d5e4d6f5368fc7c0cfaf7b4b91f28a36bf

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=sha256:1a01f7d8c220d72cce91977ba3fe4309861b68dc2f3cbf9d4406a82e19c5fc97

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=sha256:1c690ede40ef0a606f0ede07485ba9ce28d3bd4ed514470eef5dbd521dae444e

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=sha256:9dc38da1a350cae96c9a93dcf069c3134fdedd78861307de9c5a2c23f31e4feb

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.

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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.

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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:d0ed778aa10b13c3f70c44fe6944987c092d567b634390981d2afce76aea5943

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.

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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:e12f05cb82fd34cac6e56f6b59717477c9b13a58f49726dcaea229c1b3ca19f7

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:e3cea71291dcf710a12810760b9ab66a7f91dbb0bbc6f331ba7efb8e1886c50a

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=sha256:289927dfac49eb8cb3066af682dc81b0041826970c13b563401cb1e20846e4dc

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=sha256:3c730e4aebc067e21931cea1b972384b28633e5fa3c8c2de881bd7a713a1c9af

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=sha256:9ab946f124894719cce09c46af068d23f534c6b2004ebd5a4dd56f01552f75ee

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=sha256:5d7a930ba91438c83a950d99971e7f27f06762189bdce8e5e36d926b4ebe568a

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:bc82d4e2c0cdf0089a62534b3bb360d50529afd5ee26bd8d15d2deee8a779f35

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:d4180caa8d4980224f4e1e9c027d07b9dbc5f5e213837443c15aabc294087c48

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:f106601a534edb0a26e182315a21bf90930ba32907cfa2282fe7d8bee66ab444

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=sha256:0bd130104f412ef441ec41ad19d8a4748c22268d961fbee78d4b32289c6bb7a3

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:c38209e6dc554793345bee1d0f97e1fd75ecbc134da46e29f7e0b206a1054c60

Pith citing papers

No inbound Pith citation observations are available.