Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:30:55.818301Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 1 inbound Pith citation observation for arXiv:2505.12912.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:30:55.818301Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T23:17:08.998138Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T23:17:13.598642Z
71 of 71 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d92b7875-6bd3-45b3-899d-78efaec3161e · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Learning transferable visual models from natural language supervision,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d4c1297-3f8e-4df5-9397-2c43292950ee · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Scaling up visual and vision-language representation learning with noisy text supervision,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db56acde-00be-424e-9898-2b1d76c5cfa8 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Improving zero-shot generalization and robustness of multi-modal models,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9a21336f-4388-4829-9477-84f0662b304d · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Improving zero- shot generalization for clip with synthesized prompts,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation cb1afc21-9f14-4334-aa90-595e68c11955 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Effective con- ditioned and composed image retrieval combining clip-based features,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d603bebf-4aad-4dee-8f2c-b110e1644d2d · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption CLIP2Video: Mastering Video-Text Retrieval via Image CLIP
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9f1ec32-1371-4125-82a3-b0b28e0eef49 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Styleclip: Text-driven manipulation of stylegan imagery,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2395769e-ef00-4bea-b515-f68f46878ba9 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Hierarchical Text-Conditional Image Generation with CLIP Latents
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 293fee36-ce59-4644-ac54-c30c4521bb4c · outbound
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 61c11760-bc1b-464c-b3a1-efa0f562e1ed · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Reproducible scaling laws for contrastive language-image learning,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 378d05bc-a6a2-4daf-bc7a-5eeff5924663 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption LAION-5b: An open large-scale dataset for training next generation image-text models,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation dfc9ab05-4f88-438f-af1b-6435fb770373 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Tip-Adapter: Training-free Adaption of CLIP for Few-shot Classification,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e4a43113-a3ac-4220-9d86-94e08a25f7de · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Lp++: A surprisingly strong linear probe for few-shot clip,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3234b87f-0373-4696-b762-7d6851762e02 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption PLOT: Prompt learning with optimal transport for vision-language models,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e5c8b994-a6d7-4a88-b2a0-f7d427e1bc55 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Test-time prompt tuning for zero-shot generalization in vision-language models,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a57b2852-d6bf-4e0f-82cf-be10cd5edb35 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Test-time distri- bution normalization for contrastively learned visual-language models,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 1177ae5c-54da-44e3-b089-d33206bf4e4c · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Efficient Test-Time Adaptation of Vision-Language Models,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b4e56081-214e-474f-aaf7-f0c9fdab4827 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Dual memory networks: A versatile adaptation approach for vision-language models,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7687ec34-77fd-4e44-a703-b942307d73be · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption On the test-time zero-shot generalization of vision-language models: Do we really need prompt learning?
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b185e4dd-d544-47dc-aa6b-e7e9f9c9d1c3 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption A hard-to- beat baseline for training-free CLIP-based adaptation,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 33bb79db-8e3d-4344-8f77-b83b81d5c8aa · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Online zero-shot classification with clip,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation aa745f77-3259-4a5c-b353-1fa3f07797e6 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Tent: Fully Test-Time Adaptation by Entropy Minimization,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 249a99c5-87b4-4fea-b6af-ec5336e3791a · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Covariance-Aware Feature Alignment with Pre-Computed Source Statistics for Test-Time Adap- tation to Multiple Image Corruptions,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2f438ead-b2ce-4efc-98a9-b46fdef7a99a · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption A comprehensive survey on test-time adaptation under distribution shifts,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccb281d4-27b2-4bb5-82c1-2cd1e2900fde · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Learning to prompt for vision- language models,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation fe59cb33-ec01-4394-861c-45f02772c8a2 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Conditional prompt learning for vision-language models,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11f82d6a-af22-41c9-a811-c230916abfa8 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Mind the gap: Understanding the modality gap in multi-modal contrastive representation learning,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ee07105-14fb-4272-92d4-aa1e0caca355 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Maple: Multi-modal prompt learning,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2e1ae621-dc28-456f-9ec2-475f2cd87a28 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Intra-modal proxy learning for zero- shot visual categorization with clip,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0d3464d8-7ed6-4110-9c00-894e0b688f34 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Post- pre-training for Modality Alignment in Vision-Language Foundation Models,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 46bd7b49-8fe0-47aa-8ef1-6c0dd4bd2609 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8c32f64-2e46-4784-9019-9749ed6b96a7 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Do imagenet classifiers generalize to imagenet?
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation bf026203-260c-4c0b-9139-b5763521ce1e · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Natural Adversarial Examples,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0c3aeb36-fff9-4b73-9e6b-824c84507799 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Learning Robust Global Representations by Penalizing Local Predictive Power,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation cb00a1da-f9ae-4d09-bfec-e6c46573d3f8 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Automated flower classification over a large number of classes,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 59bae90b-7a5c-4687-a68c-e8334efff856 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Cats and dogs,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 593e3724-62d3-4a4a-af16-7cccf23c4cff · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Benchmarking Neural Network Ro- bustness to Common Corruptions and Perturbations,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ca6675d2-ebd8-430b-a3a2-fa8a609e495a · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Ar-tta: A simple method for real-world continual test-time adaptation,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2556f4f0-7021-4ef9-92f4-464fd90115c2 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Dark model adaptation: Semantic image segmentation from daytime to nighttime,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2f1dd4ff-96dd-440b-a1e8-20640793e70f · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Towards robust cnn-based object detection through augmentation with synthetic rain variations,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6ddb6e7d-c4e4-4e80-964e-f891797c2ffd · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Source-Free Adaptation to Measurement Shift via Bottom-Up Feature Restoration,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8f676c0d-9352-41c2-b84d-6e3a2f1843e0 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Test-time similar- ity modification for person re-identification toward temporal distribution shift,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 13b15024-9476-47bd-ae07-8e9ed54c75ba · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Understanding and improving robustness of vision transform- ers through patch-based negative augmentation,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 677ed13c-eeae-43f2-bbd4-2fe497694aa3 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption On interaction between augmenta- tions and corruptions in natural corruption robustness,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9d4fb63c-7c57-425c-850c-70b1705cf118 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Understanding contrastive representation learning through alignment and uniformity on the hypersphere,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13e9a982-5cf4-4e83-815f-e7ae0b859074 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption LoRA: Low-rank adaptation of large language models,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7bf91f1c-2e65-4e95-8739-ebb01a288581 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Bayesian Adaptation for Covariate Shift,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6f5034fa-4308-451f-9e36-93b4bf30f092 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Ef- ficient test-time model adaptation without forgetting,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfee3c25-953e-4b64-bdd4-56b5339d6e36 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Memo: Test time robustness via adaptation and augmentation,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 389e2db7-0839-4354-afdb-c89406c8be0d · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Test-time adaptation meets image enhancement: Improving accuracy via uncertainty-aware logit switching,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 20232a8e-ef6a-4c6c-a033-d0e6df93b0e3 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption GPT-4o System Card
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d2923a5-2099-48de-81c6-b7c7fc7c53d3 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Imagenet: A large-scale hierarchical image database,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c295d2cc-ca7e-4bdf-92e7-96af58828c4a · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Representation Learning with Contrastive Predictive Coding
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf4bc352-e437-491d-9a9d-5b1f869f6f7f · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Unsupervised Classifiers, Mutual Information and 'Phantom Targets,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 989ffab8-f264-4294-8f4d-9a273f5cf7a7 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Discriminative Clustering by Regularized Information Maximization,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b252f74d-7006-4534-93cb-08c704c4e7af · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Information-theoretical learning of discriminative clusters for unsupervised domain adaptation,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5cc78612-3ee5-4b9f-8807-7b10a87bfce5 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Learning discrete representations via information maximizing self-augmented training,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a373f820-18cd-416c-8f91-7a91ef437548 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Padclip: Pseudo-labeling with adaptive debiasing in clip for unsupervised domain adaptation,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e51473ac-7f0a-43fe-b492-5857c1c7ee91 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption HVCLIP: High-dimensional vector in CLIP for unsupervised domain adaptation,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 03e22135-8a92-45a4-9515-67ee2d1319d6 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Low-rank few-shot adaptation of vision- language models,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d0915993-3a45-42e1-8eb1-30c43b8ff262 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Continual test-time domain adaptation,
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation bc65c040-aed4-4183-b0b2-18ced119e24a · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Visual Prompt Tuning for Test-time Domain Adaptation
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 104def6c-e2d0-47c0-8de6-b64faa2a3e8c · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Robust mean teacher for continual and gradual test-time adaptation,
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 43caa130-03e3-4e3b-b81f-1b47a672b534 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Continual test-time domain adaptation via dynamic sample selection,
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation fd534095-825a-463e-bfa9-9902699081cf · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Datacomp: In search of the next generation of multimodal datasets,
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7ddbe3dd-aefc-4e36-9992-80951e077e08 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Decoupled weight decay regularization,
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e10a115-4990-492e-a620-782c95aeb8a5 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Delving deep into rectifiers: Surpassing human-level performance on imagenet classification,
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a976656e-d0a1-4658-8887-69c11407de36 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Frustratingly easy test-time adaptation of vision-language models,
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 26b3c4d7-0aaf-4de3-a730-f0f69790823d · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Spherical principal component analysis,
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 94cfabca-2b5b-4c71-bc11-654e00949814 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption Microsoft COCO Captions: Data Collection and Evaluation Server
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa3f36e4-77da-4bba-bfa5-ad5177324ac2 · outbound
Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption C-TPT: Calibrated Test-Time Prompt Tuning for Vision-Language Models via Text Feature Dispersion,
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 1217c393-18e5-4a8a-9c27-f1dc89240e7b · inbound
Adapting Vision-Language Models Without Labels: A Comprehensive Survey Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption
Reference 239
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