Paper Citation Record · LEDGER

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation

As of 8 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 4 inbound Pith citation observations for arXiv:2505.20704.

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

pith.paper-citation-record.v1
2505.20704 v2

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:56:16.246668Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:46:32.113176Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T05:00:21.079745Z

Reference resolution

17 of 17 outbound references displayed

verified exact1
verified fuzzy8
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3783226f-4137-4a47-8e81-9bb85de6f918 · outbound

This paper cites Wild Scenes on ImageNet-R and VisDA-2021 We conduct additional experiments on WTTA scenarios using the ImageNet-R (Hendrycks et al.,.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation Wild Scenes on ImageNet-R and VisDA-2021 We conduct additional experiments on WTTA scenarios using the ImageNet-R (Hendrycks et al.,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:56:18.076843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ad6dd89e-6399-4233-8e5a-c968a2d1f4cc · outbound

This paper cites Rethinking Distributional Matching Based Domain Adaptation.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation Rethinking Distributional Matching Based Domain Adaptation

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:56:16.457824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 96af1e9f-c27a-44b7-ac34-eacb472b4436 · outbound

This paper cites Theoretical Analysis of Self-Training with Deep Networks on Unlabeled Data.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation Theoretical Analysis of Self-Training with Deep Networks on Unlabeled Data

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:56:15.537627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a356ec8-a3e9-4f3b-bb89-2589b21e2851 · outbound

This paper cites The visualizations are conducted on ImageNet-C under labl shift scenario with ResNet50.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation The visualizations are conducted on ImageNet-C under labl shift scenario with ResNet50

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:56:17.599282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 163d9ab4-94b2-414c-841e-325bc1a90120 · outbound

This paper cites 19 Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation Figure.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation 19 Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation Figure

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:56:17.078351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5bf1b08f-cd67-4580-aad7-663569b70ea0 · outbound

This paper cites an unresolved cited work.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:56:17.860495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b9da2d6a-61db-4e28-8898-51511890c44b · outbound

This paper cites All evaluations are performed using the same implementation details as outlined in the main paper.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation All evaluations are performed using the same implementation details as outlined in the main paper

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:56:17.727831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 73ab888f-47f3-4d32-ac93-91f75300008a · outbound

This paper cites 18 Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation D.2.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation 18 Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation D.2

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:56:17.476623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3a9d3936-5b0e-4f6c-b6bd-bc300fea29ec · outbound

This paper cites These artistic variations introduce unique challenges in terms of visual style, texture, and color distribution, which are notably different from the original ImageNet images.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation These artistic variations introduce unique challenges in terms of visual style, texture, and color distribution, which are notably different from the original ImageNet images

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:56:17.313928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8f4548f3-1807-4735-8edf-7553dcab10aa · outbound

This paper cites an unresolved cited work.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:56:16.868456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 35381e54-934b-43c3-858f-39cc504f5d67 · outbound

This paper cites Second, consistency learning can act as a regularization technique by introducing data augmentation (Sajjadi et al., 2016).

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation Second, consistency learning can act as a regularization technique by introducing data augmentation (Sajjadi et al., 2016)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:56:16.680200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d7e728c3-a0e5-43fc-a1a6-d8ede1ca2d8f · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 2009

Resolution: unresolved; no resolver link, observed 2026-08-07T13:56:15.067392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7c30e87-3d1d-43c3-91ad-33d43b41674e · outbound

This paper cites Back to the Source: Diffusion-Driven Test-Time Adaptation.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation Back to the Source: Diffusion-Driven Test-Time Adaptation

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-07T13:56:15.148275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e306cf1-8da2-4d15-9c4c-ff90f8fc9983 · outbound

This paper cites an unresolved cited work.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation Unresolved cited work

Reference 2021

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:56:18.193734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 13e479de-a3c9-45e0-a18b-3269522cf685 · outbound

This paper cites U., Teterwak, P., et al.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation U., Teterwak, P., et al

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:56:18.408725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c3d96f64-836f-4c4a-a88a-bbd1fed02762 · outbound

This paper cites MixNorm: Test-Time Adaptation Through Online Normalization Estimation.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation MixNorm: Test-Time Adaptation Through Online Normalization Estimation

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T13:56:15.250311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82c74946-f623-49ac-86dd-abcc098ab49e · outbound

This paper cites SEVA: Leveraging Single-Step Ensemble of Vicinal Augmentations for Test-Time Adaptation.

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation SEVA: Leveraging Single-Step Ensemble of Vicinal Augmentations for Test-Time Adaptation

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T13:56:15.324336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1bd1bb0b-0a77-43ab-8a9d-64ebe19dd355 · inbound

Multi-Cache Enhanced Prototype Learning for Test-Time Generalization of Vision-Language Models cites this paper.

Multi-Cache Enhanced Prototype Learning for Test-Time Generalization of Vision-Language Models Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T05:46:32.113176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84ab1464-a48d-4259-9713-b186a1fb23cc · inbound

Uncertainty-Aware Spatial Color Correlation for Low-Light Image Enhancement cites this paper.

Uncertainty-Aware Spatial Color Correlation for Low-Light Image Enhancement Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T00:55:37.258340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c475437-6f4a-4cfd-8989-c8f2555058f8 · inbound

Adaptive Dual Uncertainty Optimization: Boosting Monocular 3D Object Detection under Test-Time Shifts cites this paper.

Adaptive Dual Uncertainty Optimization: Boosting Monocular 3D Object Detection under Test-Time Shifts Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T15:11:38.705717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac8f3723-7472-464d-8d4b-ecdd4a385d74 · inbound

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

Sample-wise Targeted Adversarial Attacks on Test-time Adaptation Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:00:21.084311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.