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Paper Citation Record · LEDGER

Towards Stable Test-Time Adaptation in Dynamic Wild World

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 34 inbound Pith citation observations for arXiv:2302.12400.

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

pith.paper-citation-record.v1
2302.12400 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 34 of 34 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T22:56:03.179727Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

63
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 55dea09a-5197-42af-82dc-5f7fc2389abb · inbound

Billet Number Recognition Based on Test-Time Adaptation cites this paper.

Billet Number Recognition Based on Test-Time Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 22

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no resolver link, observed 2026-08-07T22:56:03.179727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:56:03.179727Z digest=sha256:ada3ba539450ed6168172b747ded190ac665f614c5293dccc47bcc6143e8354b

Observation c2539a4e-5f3a-46a6-b19a-9a1b54d6614f · inbound

EmbodiTTA: Resource-Efficient Test-Time Adaptation for Embodied Visual Systems cites this paper.

EmbodiTTA: Resource-Efficient Test-Time Adaptation for Embodied Visual Systems Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 10

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arxiv_id, observed 2026-05-22T16:41:47.724284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-22T16:36:47.532996Z digest=sha256:628d88a9b9e486307e5556d556a527979938caa1a0afbb70778ae3efcbfcc19a

Observation c2cc3014-2711-4470-9076-b297f5412f0d · inbound

Contrastive Residual Energy Test-time Adaptation cites this paper.

Contrastive Residual Energy Test-time Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 7

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arxiv_id, observed 2026-05-19T12:47:17.897603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T12:44:47.083086Z digest=sha256:53544fdd5d64ad7d3fa8e4f101c406e0ef628668b21377d6497687f4f4e48d2d

Observation b99b8908-80b9-4145-a398-fcbc48d532e2 · inbound

Frequency Composition for Compressed and Domain-Adaptive Neural Networks cites this paper.

Frequency Composition for Compressed and Domain-Adaptive Neural Networks Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 30

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no resolver link, observed 2026-08-07T13:50:35.818062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:50:35.818062Z digest=sha256:fc72387e8baf588e7890561716191052261c6f62344bff0e82bbd8cfb3a16425

Observation 0375ca6c-5b37-44f2-aa80-64132e1ada13 · inbound

PAID: Pairwise Angular-Invariant Decomposition for Continual Test-Time Adaptation cites this paper.

PAID: Pairwise Angular-Invariant Decomposition for Continual Test-Time Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 45

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no resolver link, observed 2026-08-07T11:29:54.362600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:29:54.362600Z digest=sha256:537cf4eb714ef65e4f64330fbc5e07e698f6ec2919b4512df2a05a907dae7f4f

Observation 7800a72c-095b-4c10-bd46-c46926372480 · inbound

Test-Time Distillation for Continual Model Adaptation cites this paper.

Test-Time Distillation for Continual Model Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 36

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arxiv_id, observed 2026-05-19T11:07:15.149886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T11:05:30.115609Z digest=sha256:76fff1038c06337d7913c294d6145f2f22d8adfc1a5208cb92dbca6cdd9c66f3

Observation dfe98b5a-4d45-41c1-823f-1865e723528a · inbound

Align the GAP: Prior-based Unified Multi-Task Remote Physiological Measurement Framework For Domain Generalization and Personalization cites this paper.

Align the GAP: Prior-based Unified Multi-Task Remote Physiological Measurement Framework For Domain Generalization and Personalization Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 51

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no resolver link, observed 2026-08-06T23:52:47.762326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:52:47.762326Z digest=sha256:047e3203008d823ff766a110fba00175015789c8f4ce96a354720fabc7ca5b20

Observation 55f840cc-84dd-42b6-a0db-04eea8336c66 · inbound

Generalizing vision-language models to novel domains: A comprehensive survey cites this paper.

Generalizing vision-language models to novel domains: A comprehensive survey Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 156

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no resolver link, observed 2026-08-06T23:20:52.265403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:20:52.265403Z digest=sha256:5625ab6e7a4481a3eb8930aa160052861edfce39543a334e135b4676e35ad55e

Observation 4ff447eb-53f7-4ffd-8ef4-66a85458b177 · inbound

Single Image Test-Time Adaptation via Multi-View Co-Training cites this paper.

Single Image Test-Time Adaptation via Multi-View Co-Training Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 21

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no resolver link, observed 2026-08-06T21:40:41.201520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:40:41.201520Z digest=sha256:29b4c2da57549f7a72cabf377b2da96d55675ef4be7ee56cca32061337ee6268

Observation c532e426-6abd-419b-b0e4-937606800518 · inbound

When Small Guides Large: Cross-Model Co-Learning for Test-Time Adaptation cites this paper.

When Small Guides Large: Cross-Model Co-Learning for Test-Time Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 29

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no resolver link, observed 2026-08-06T21:38:29.475741Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:38:29.475741Z digest=sha256:83a2dbac3d58dfaf510c636fd11b2fcdb0fb3828bc3f31cb0b77a152c9c37f71

Observation cad55137-661e-48b4-bd59-cfb946fa4000 · inbound

Continual Adaptation: Environment-Conditional Parameter Generation for Object Detection in Dynamic Scenarios cites this paper.

Continual Adaptation: Environment-Conditional Parameter Generation for Object Detection in Dynamic Scenarios Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 28

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no resolver link, observed 2026-08-06T21:30:29.437581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:30:29.437581Z digest=sha256:2c8c09b503e7c0e57f5d28d6ee1517a120bf31e587e493f01c0c38ef8d06d00f

Observation 0d4221d6-18be-43ca-9891-5e7ad7f99118 · inbound

Enhancing Novel View Synthesis from extremely sparse views with SfM-free 3D Gaussian Splatting Framework cites this paper.

Enhancing Novel View Synthesis from extremely sparse views with SfM-free 3D Gaussian Splatting Framework Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 66

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no resolver link, observed 2026-08-05T17:56:52.482265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:56:52.482265Z digest=sha256:a67f1fdd501f8396963e6fe331cdbcf7f9b5c6856ed0b474035403a6d93b217e

Observation 8a4d378e-7cd1-4465-83ce-d517026e4b0a · inbound

SloMo-Fast: Slow-Momentum and Fast-Adaptive Teachers for Source-Free Continual Test-Time Adaptation cites this paper.

SloMo-Fast: Slow-Momentum and Fast-Adaptive Teachers for Source-Free Continual Test-Time Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 30

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no resolver link, observed 2026-08-03T20:48:47.841405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T20:48:47.841405Z digest=sha256:7fb85144b7136a1a25ea1e45a73bf56f802a2dc9548138254eb4a38130cc9386

Observation 46968275-6935-47c8-be14-b57a72fd56c9 · inbound

Neural Collapse in Test-Time Adaptation cites this paper.

Neural Collapse in Test-Time Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 18

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verified exact
arxiv_id, observed 2026-05-16T23:38:41.568896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-16T23:35:55.448010Z digest=sha256:ddc84877a02852e8895e92922efec5f32e573824affbfdbab9cadb8a604553f1

Observation 19fdd2a1-6f9c-41db-868a-ad8270699692 · inbound

Efficient Test-Time Optimization for Depth Completion via Low-Rank Decoder Adaptation cites this paper.

Efficient Test-Time Optimization for Depth Completion via Low-Rank Decoder Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 32

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metadata mismatch
arxiv_id, observed 2026-05-15T18:21:27.071491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T18:20:23.261847Z digest=sha256:afa65583a04c4aafac2959cb3cd23518ef4e7911a45becd6111f1d8ff02bf127

Observation 31ad2171-02ee-4edf-b9e4-4305da788aa7 · inbound

IMSE: Intrinsic Mixture of Spectral Experts Fine-tuning for Test-Time Adaptation cites this paper.

IMSE: Intrinsic Mixture of Spectral Experts Fine-tuning for Test-Time Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 6

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verified exact
arxiv_id, observed 2026-05-15T15:30:07.736119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T15:26:37.304652Z digest=sha256:5bf443faf2ce06e64cf8c5f24c2d4a026d0f4b95ea02d0c84b3a694cb55d2bfa

Observation c2f6c1f5-5868-434f-9c25-8bd65577b26c · inbound

Pretrain-then-Adapt: Uncertainty-Aware Test-Time Adaptation for Text-based Person Search cites this paper.

Pretrain-then-Adapt: Uncertainty-Aware Test-Time Adaptation for Text-based Person Search Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 41

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arxiv_id, observed 2026-05-10T23:20:49.741603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T19:14:34.478933Z digest=sha256:b4809e9860e6b04f468a9c36c564df94423eccd2b4acfb2ad08f9bc4430ceec5

Observation b963584b-4547-4551-a0cf-6a3bd0afd245 · inbound

Learning Inference Concurrency in DynamicGate MLP Structural and Mathematical Justification cites this paper.

Learning Inference Concurrency in DynamicGate MLP Structural and Mathematical Justification Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 22

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arxiv_id, observed 2026-05-10T14:20:30.181600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T14:18:24.015399Z digest=sha256:88a23ff7c5c3018f9925e09a83ab28b3d522e735469a1b920e90583cb8a43571

Observation 062cdf93-efd6-4657-9e09-151559ef14cc · inbound

Discriminator-Guided Adaptive Diffusion for Source-Free Test-Time Adaptation under Image Corruptions cites this paper.

Discriminator-Guided Adaptive Diffusion for Source-Free Test-Time Adaptation under Image Corruptions Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 16

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arxiv_id, observed 2026-05-11T21:06:13.547165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-08T06:49:36.960407Z digest=sha256:9afa036f294285e9f3587c96452fa78d3d9963f9d64b32387f7425b13e828acc

Observation a0d4ba46-5ad2-48fd-b282-67ec38025548 · inbound

Majorization-Guided Test-Time Adaptation for Vision-Language Models under Modality-Specific Shift cites this paper.

Majorization-Guided Test-Time Adaptation for Vision-Language Models under Modality-Specific Shift Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 12

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arxiv_id, observed 2026-05-09T00:09:27.174816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-08T04:23:15.083645Z digest=sha256:4ad5755462b1f05126b68fd7509357cedd452ab555bb7e043ca59b80fb1acc26

Observation 8a43228d-9ccc-4760-a2c4-aafb5e9cc637 · inbound

GoTTA be Diverse: Rethinking Memory Policies for Test-Time Adaptation cites this paper.

GoTTA be Diverse: Rethinking Memory Policies for Test-Time Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 40

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arxiv_id, observed 2026-05-20T05:28:05.032293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-20T05:25:15.311060Z digest=sha256:9b0d5c95ab242905389ea5e347db10338acd757b78efe4f47995e5be8b60f694

Observation 92e4202b-01eb-44a5-9efe-3f5f6c80a551 · inbound

Sample-wise Targeted Adversarial Attacks on Test-time Adaptation cites this paper.

Sample-wise Targeted Adversarial Attacks on Test-time Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 32

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arxiv_id, observed 2026-05-25T05:00:21.056530Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T05:00:04.150887Z digest=sha256:519ba6fe773f1b3e58af9503224da3ac609b02ffddcb7630063a2ba4d9751737

Observation e1bc4c0c-7ce7-4e3b-809f-ecc8b5a66683 · inbound

SkySeg: Collaborative Onboard Semantic Segmentation with Heterogeneous UAVs in the Wild cites this paper.

SkySeg: Collaborative Onboard Semantic Segmentation with Heterogeneous UAVs in the Wild Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 38

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arxiv_id, observed 2026-06-30T17:54:57.750850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T17:52:47.121304Z digest=sha256:4c38b94991f5fc79c74b67143ae1bfcc3939ed8a7fdce568ca45903453aaa58e

Observation 608bb809-8406-45a7-a298-2e55ec29d687 · inbound

DOME: Learning Transferable Domain Variables from Sparse Supervision for Test-Time Adaptation cites this paper.

DOME: Learning Transferable Domain Variables from Sparse Supervision for Test-Time Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 34

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arxiv_id, observed 2026-07-02T02:26:26.483800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T10:57:19.062903Z digest=sha256:76535fc084ac62b03c96cabcf2b0cd96ca24df004b160364fecaa07a696f109b

Observation 7ad85dd9-6848-477f-af64-5d194144766b · inbound

MAMVI: 3D Test-Time Adaptation via Masked Multi-View Point Clouds cites this paper.

MAMVI: 3D Test-Time Adaptation via Masked Multi-View Point Clouds Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 16

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metadata mismatch
arxiv_id, observed 2026-07-03T13:48:20.731485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T07:35:53.034551Z digest=sha256:c7949c583e8d7e7b9a72abaf520318697f3d76ec2cf5362308eadaa782849984

Observation 35c5b72a-2aca-4b8b-8a80-6bc78266b262 · inbound

Distill Once, Adapt Life-Long: Exploring Dataset Distillation for Continual Test-Time Adaptation cites this paper.

Distill Once, Adapt Life-Long: Exploring Dataset Distillation for Continual Test-Time Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 41

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metadata mismatch
arxiv_id, observed 2026-07-04T03:29:29.794895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-26T18:03:47.140620Z digest=sha256:743f8074745e87fc1d9988f61412212aa304c210fbcd430a4a9b14d319e28a2b

Observation e7c9acbe-2bd8-452a-981e-10e9f1855dac · inbound

Distill Once, Adapt Life-Long: Exploring Dataset Distillation for Continual Test-Time Adaptation cites this paper.

Distill Once, Adapt Life-Long: Exploring Dataset Distillation for Continual Test-Time Adaptation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 47

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metadata mismatch
arxiv_id, observed 2026-07-01T08:45:35.527527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-01T07:08:57.768207Z digest=sha256:b93fa8f11888914c9f6b6a38792f2d24d09c183956cba2be6d3f5cf145911015

Observation 8953a8e8-69d3-4482-9097-df1dac7f6940 · inbound

FlowDec: Temporal Conditional Flow Decorruptor for Robust Continuous Vision-Language Navigation cites this paper.

FlowDec: Temporal Conditional Flow Decorruptor for Robust Continuous Vision-Language Navigation Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 33

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metadata mismatch
arxiv_id, observed 2026-07-04T09:09:43.501299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-26T10:24:56.607921Z digest=sha256:2b2925ae7151a7a93df5633cfa6849a2346430a00cf65956a91946bc881472d6

Observation 2c922810-22fb-4158-89e9-fbee77a0f1aa · inbound

Dual Distribution Estimation for Zero-shot Noisy Test-Time Adaptation with VLMs cites this paper.

Dual Distribution Estimation for Zero-shot Noisy Test-Time Adaptation with VLMs Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 10

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verified exact
arxiv_id, observed 2026-07-04T19:50:10.060700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-25T21:03:20.583079Z digest=sha256:6318b208e531ee9eecad6e767d4dd1a30eaf53a307eafb8b9c92969bd3df8565

Observation 3dea9b40-3827-4737-a32d-52adfacef173 · inbound

AdaJEPA: An Adaptive Latent World Model cites this paper.

AdaJEPA: An Adaptive Latent World Model Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 22

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metadata mismatch
arxiv_id, observed 2026-07-01T09:55:41.164292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-07-01T06:02:15.050154Z digest=sha256:31d82537c23ddc8a48b2771b6ad1c34b99223da7d1738866f8cabf1bee60611d

Observation 51235d32-efb5-4e6c-a337-bcc00afda302 · inbound

No Time Like the Present: Agentic Test-Time Training for LLM Agents cites this paper.

No Time Like the Present: Agentic Test-Time Training for LLM Agents Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 8

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unresolved
no resolver link, observed 2026-07-12T02:27:21.076403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T02:27:21.076403Z digest=sha256:dd2e824a40e54be9a5a98d32717a4c64dd89212bbcb237396d9985e4dc83a7b0

Observation 4b72a54f-6c76-4288-95ab-a013add2f24f · inbound

When Can Test-Time Adaptation Help Zero-Shot CT Vision-Language Models? cites this paper.

When Can Test-Time Adaptation Help Zero-Shot CT Vision-Language Models? Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 11

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unresolved
no resolver link, observed 2026-08-01T23:01:57.234898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T23:01:57.234898Z digest=sha256:74105c65c343fb9afd218903358f14daed6124db66fdbe65881cc92ca30d3b97

Observation 070b5ce3-729e-45c7-bb21-bc025bffa0f5 · inbound

Test-Time Curriculum for Open-Set AIGC Detection cites this paper.

Test-Time Curriculum for Open-Set AIGC Detection Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 15

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unresolved
no resolver link, observed 2026-08-05T00:46:23.146928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T00:46:23.146928Z digest=sha256:d6ae2c457d6d0d06b9094679a31a33289ea45cc3a7d54a01a2d9e24cb06620ff

Observation 492e6d8d-18c1-4fdd-830c-3c57d2cc11f1 · inbound

Respect Your Zero-Shot Uncertainty: Conservative Calibration for Test-Time-Adapted Vision-Language Models cites this paper.

Respect Your Zero-Shot Uncertainty: Conservative Calibration for Test-Time-Adapted Vision-Language Models Towards Stable Test-Time Adaptation in Dynamic Wild World

Reference 12

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unresolved
no resolver link, observed 2026-08-07T20:37:46.243767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T20:37:46.243767Z digest=sha256:22d0d14a11723a68ee4ac80aa5510563267d0b5962ba29c3d7e8ec8ffc443f00