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Paper Citation Record · LEDGER

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation

As of 13 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2412.01154.

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

pith.paper-citation-record.v1
2412.01154 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:43:02.242563Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

56 of 56 outbound references displayed

  • verified exact0
  • verified fuzzy51
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 040d2938-aebc-4ec7-9cda-497e3044c7a0 · outbound

This paper cites Adversarial example detection for DNN models: a review and experimental comparison.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Adversarial example detection for DNN models: a review and experimental comparison

Reference 1

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verified fuzzy
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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 1318ce22-3cb0-419b-81a3-08acf58c2ff2 · outbound

This paper cites an unresolved cited work.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Unresolved cited work

Reference 2

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unresolved
raw_fallback, observed 2026-08-12T04:43:03.093499Z

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=2026-08-12T04:43:01.996356Z digest=sha256:20e912ba1e92e630ca1b2e9e4ea40b4320971a6a3ccf8ccd12163af5d1796de5

Observation 22dab27c-adab-40e1-aa6c-8588561b102b · outbound

This paper cites Robust- bench: a standardized adversarial robustness benchmark.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Robust- bench: a standardized adversarial robustness benchmark

Reference 3

Resolution
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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 46d660f6-1e6d-4427-afbe-611f704830d9 · outbound

This paper cites Evaluat- ing the adversarial robustness of adaptive test-time defenses.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Evaluat- ing the adversarial robustness of adaptive test-time defenses

Reference 4

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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=2026-08-12T04:43:02.006007Z digest=sha256:5c038a954057075c17018c74fd8880e83c9a4cad44008d1046a42e9a1307e19f

Observation 15efa351-fa2a-4a76-b6a1-3cf8a5d56c00 · outbound

This paper cites ImageNet: A large-scale hierarchical im- age database.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation ImageNet: A large-scale hierarchical im- age database

Reference 5

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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=2026-08-12T04:43:02.011041Z digest=sha256:fff4eafb9f874f77e3353460fc9cb30e08e06327933fb4df6031acedee3dc552

Observation 1568b3f8-b9a0-435d-b22f-3ed3c827a6c8 · outbound

This paper cites Marsden, and Bin Yang.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Marsden, and Bin Yang

Reference 6

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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=2026-08-12T04:43:02.016107Z digest=sha256:cb9edfbf74494831576b90c78487de486dcdbf28950ae4d74ed2bfaa2d763cc5

Observation 8fec830b-814e-4c75-8bd2-e08e355e4d4f · outbound

This paper cites Unsupervised do- main adaptation by backpropagation.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Unsupervised do- main adaptation by backpropagation

Reference 7

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raw_fallback, observed 2026-08-12T04:43:03.018164Z

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=2026-08-12T04:43:02.021155Z digest=sha256:ecea06605b0a660715c973a1e6b4fdf4d36a0cef8eceedf13bdd0678ef347e48

Observation 0a193986-55aa-4f0f-af02-36538d7f54c7 · outbound

This paper cites NOTE: Robust continual test-time adaptation against temporal correlation.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation NOTE: Robust continual test-time adaptation against temporal correlation

Reference 8

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raw_fallback, observed 2026-08-12T04:43:03.002825Z

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 e22bf1bd-976a-4f7e-9702-a40fc2cfbd81 · outbound

This paper cites Goodfellow, Jonathon Shlens, and Christian Szegedy.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Goodfellow, Jonathon Shlens, and Christian Szegedy

Reference 9

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raw_fallback, observed 2026-08-12T04:43:02.987672Z

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=2026-08-12T04:43:02.030989Z digest=sha256:e7049b71bda02c5b7ffcbcc57738b8579bfddea2393995569f03e8c2cc558223

Observation 6b82ce89-d750-4253-81bd-aed55cbf006d · outbound

This paper cites Improving ro- bustness using generated data.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Improving ro- bustness using generated data

Reference 10

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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=2026-08-12T04:43:02.035699Z digest=sha256:330b10bd709e8ed83f3eb09e737511131bfb3628fb81c11a5e6e0241f65cb953

Observation f60fef33-c3b1-4d7e-bbb1-b826aa76cb36 · outbound

This paper cites Semi-supervised learning by entropy minimization.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Semi-supervised learning by entropy minimization

Reference 11

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raw_fallback, observed 2026-08-12T04:43:02.958672Z

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=2026-08-12T04:43:02.040496Z digest=sha256:deb948482382b0cc763e5989433d12b2ff426ff2e31af406731e50f67beb9db3

Observation a60024cd-d703-4efb-a20c-a4a6af58d5e8 · outbound

This paper cites Simple black-box adver- sarial attacks.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Simple black-box adver- sarial attacks

Reference 12

Resolution
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raw_fallback, observed 2026-08-12T04:43:02.943522Z

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=2026-08-12T04:43:02.045246Z digest=sha256:8780c13cf020ab65f89f09d43ee704c45a87eff3ebfcec94045a3d2ee66d686f

Observation fbd930e9-cf6d-40dd-870b-0b6e585b781a · outbound

This paper cites Deep Residual Learning for Image Recognition.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Deep Residual Learning for Image Recognition

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-12T04:43:02.049844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:43:02.049844Z digest=sha256:caae28afc64d0b0dd4f43af5552c80bc187f910cc36aab7a6fa8c9e033608ea4

Observation ffe0fecd-611e-4d18-aed3-6d2936d0c60b · outbound

This paper cites Benchmarking neu- ral network robustness to common corruptions and perturba- tions.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Benchmarking neu- ral network robustness to common corruptions and perturba- tions

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.929225Z

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=2026-08-12T04:43:02.054747Z digest=sha256:a7d70e08feadeb427ba8cc7d50b909cd972d877261ef03538fe1e8042416b219

Observation ad1522b7-55e0-4560-827e-f765552d2d0f · outbound

This paper cites Cubuk, Barret Zoph, Justin Gilmer, and Balaji Lakshminarayanan.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Cubuk, Barret Zoph, Justin Gilmer, and Balaji Lakshminarayanan

Reference 15

Resolution
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raw_fallback, observed 2026-08-12T04:43:02.913285Z

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=2026-08-12T04:43:02.059413Z digest=sha256:2d0dcde5fdb6dac91268ab313793ae7ba7a6eb44385cc9eb93b766ea3c028723

Observation 27c2b910-a986-432c-a0db-47dad99e6146 · outbound

This paper cites The many faces of robustness: A critical analysis of out-of-distribution generalization.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation The many faces of robustness: A critical analysis of out-of-distribution generalization

Reference 16

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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 2612c76d-29ac-4c6a-bad5-cd41b4f763dc · outbound

This paper cites an unresolved cited work.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Unresolved cited work

Reference 17

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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=2026-08-12T04:43:02.068532Z digest=sha256:b47d9df41a8dfefff081d52af4b06f883513fa5db10ce920a5d439d04b21ef6d

Observation 7f1cce28-18d0-463f-aad7-278b56c75b5f · outbound

This paper cites an unresolved cited work.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Unresolved cited work

Reference 18

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raw_fallback, observed 2026-08-12T04:43:02.871249Z

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=2026-08-12T04:43:02.072459Z digest=sha256:e52a00c68980814363308544a9f3ef5e54ae6528fc818a30fa489c0b85b44a7f

Observation fe124f83-c4de-45a6-98a4-41fe1f1e664c · outbound

This paper cites Batch Normalization: Accelerating deep network training by reducing internal co- variate shift.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Batch Normalization: Accelerating deep network training by reducing internal co- variate shift

Reference 19

Resolution
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raw_fallback, observed 2026-08-12T04:43:02.857058Z

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=2026-08-12T04:43:02.076467Z digest=sha256:7c2d46d9433ac048c11a3d43757b8b2e99bdc2bc8338696ec7a38894b2ab8493

Observation dbebd13e-e1f5-4494-aab9-136f9a955879 · outbound

This paper cites Contrastive adaptation network for unsupervised do- main adaptation.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Contrastive adaptation network for unsupervised do- main adaptation

Reference 20

Resolution
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raw_fallback, observed 2026-08-12T04:43:02.842659Z

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=2026-08-12T04:43:02.080767Z digest=sha256:cd6456308d68502f9c18bf26efb9d472d4f04cee8bc73fc3dc116f88650cf7cf

Observation 94020d3f-1d39-4c8f-8ac5-eb09fc7bd230 · outbound

This paper cites Kingma and Jimmy Ba.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Kingma and Jimmy Ba

Reference 21

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raw_fallback, observed 2026-08-12T04:43:02.827792Z

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=2026-08-12T04:43:02.084899Z digest=sha256:342ff0056fcef5fb3da5c883f959c070590ebbdd9157d20efcc53c996d795c71

Observation 78875cc5-7b52-4027-bbd7-27d427164e01 · outbound

This paper cites Pseudo-label : The simple and efficient semi-supervised learning method for deep neural networks.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Pseudo-label : The simple and efficient semi-supervised learning method for deep neural networks

Reference 22

Resolution
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raw_fallback, observed 2026-08-12T04:43:02.813260Z

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=2026-08-12T04:43:02.089187Z digest=sha256:ed669e108d1a637db88e2ee919fbb94a4a8bee460e1086919c32566f694bb243

Observation d85c21c2-f65e-4e24-86e6-0df52c413280 · outbound

This paper cites Detecting adversarial image examples in deep neural networks with adaptive noise reduc- tion.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Detecting adversarial image examples in deep neural networks with adaptive noise reduc- tion

Reference 23

Resolution
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raw_fallback, observed 2026-08-12T04:43:02.799022Z

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=2026-08-12T04:43:02.093148Z digest=sha256:32f86add2ecca2275f98d67352cb7b61ed5289ad2fc3623c116123354c5b30cf

Observation 3f9c2b0f-e424-45e3-b89d-e9ca9ddcc0df · outbound

This paper cites Do we really need to access the source data? Source hypothesis transfer for un- supervised domain adaptation.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Do we really need to access the source data? Source hypothesis transfer for un- supervised domain adaptation

Reference 24

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raw_fallback, observed 2026-08-12T04:43:02.783263Z

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=2026-08-12T04:43:02.097081Z digest=sha256:02c2a71909662b1452ddfb4089176518d84e3d719e9a382d2c784d824d9b18db

Observation a5410266-c8fb-4a99-b2aa-7ee0f30c7423 · outbound

This paper cites Self-improving reactive agents based on rein- forcement learning, planning and teaching.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Self-improving reactive agents based on rein- forcement learning, planning and teaching

Reference 25

Resolution
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raw_fallback, observed 2026-08-12T04:43:02.768872Z

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=2026-08-12T04:43:02.101038Z digest=sha256:7c36a2e7afcf9999a4fefb18fc44f106ea572a3f6eb8d37baf6a99c11e66b0aa

Observation 0b1e6fb2-2ef4-47dd-a4e2-532a211eff17 · outbound

This paper cites TTT++: When does self-supervised test-time training fail or thrive? In Advances in Neural Information Processing Systems (NeurIPS), pages 21808–21820, 2021.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation TTT++: When does self-supervised test-time training fail or thrive? In Advances in Neural Information Processing Systems (NeurIPS), pages 21808–21820, 2021

Reference 26

Resolution
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raw_fallback, observed 2026-08-12T04:43:02.754290Z

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=2026-08-12T04:43:02.105584Z digest=sha256:cd053de4a28fd10ecf45df1757c6e60c5739a55284c20e53c82c1d1e071a07ee

Observation e79b642f-70e6-44c8-8b55-053d998b0b10 · outbound

This paper cites Greedy policy search: A simple baseline for learnable test-time augmenta- tion.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Greedy policy search: A simple baseline for learnable test-time augmenta- tion

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.738851Z

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=2026-08-12T04:43:02.109903Z digest=sha256:ac5c0d6ad67d40504ad1106a9f8eab865b67e039b2adfcea4d8c7edc0eed3e52

Observation a7120f20-1ce0-44e3-b796-ad247273ebee · outbound

This paper cites Towards deep learning models resistant to adversarial attacks.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Towards deep learning models resistant to adversarial attacks

Reference 28

Resolution
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raw_fallback, observed 2026-08-12T04:43:02.723501Z

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=2026-08-12T04:43:02.114600Z digest=sha256:1cedb0b4318fbdef104ecaa6adb6aa374abf7d778ee7b62a77a7a3628097025d

Observation 764bcb8f-bf56-410f-a197-7f4e8b3e046c · outbound

This paper cites Torchvision: Py- torch’s computer vision library.https://github.com/ pytorch/vision, 2016.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Torchvision: Py- torch’s computer vision library.https://github.com/ pytorch/vision, 2016

Reference 29

Resolution
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raw_fallback, observed 2026-08-12T04:43:02.708425Z

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=2026-08-12T04:43:02.119090Z digest=sha256:dc412a2f78a85787b21f4fb709a1173ee29a195fbf4423d5e8df7b5798b129bc

Observation a58516a2-2519-4907-bd42-52155b2d3941 · outbound

This paper cites Univer- sal test-time adaptation through weight ensembling, diver- sity weighting, and prior correction.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Univer- sal test-time adaptation through weight ensembling, diver- sity weighting, and prior correction

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.694640Z

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=2026-08-12T04:43:02.123521Z digest=sha256:4897c0dbfaee7178dd89262761e67499a9e2291e015843fc7185e6c98f371340

Observation 2470987f-6125-4241-8a66-fd30423b3f72 · outbound

This paper cites Test-Time Adaptation to Distribution Shift by Confidence Maximization and Input Transformation.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Test-Time Adaptation to Distribution Shift by Confidence Maximization and Input Transformation

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-12T04:43:02.128191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:43:02.128191Z digest=sha256:bb316136a652000c3ca23359c4581bf2a022317a253d08f791ddf9b391d83879

Observation 2099d03f-620c-425c-a752-dcf1099f595b · outbound

This paper cites Deep neural networks are easily fooled: High confidence predictions for unrecognizable images.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Deep neural networks are easily fooled: High confidence predictions for unrecognizable images

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.680831Z

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=2026-08-12T04:43:02.133030Z digest=sha256:4ba99ca54a6ab6c1b707ee05ead5522905ba31777b2712338263750882cbab41

Observation 7fe0a2cb-84c4-4c30-b1f8-32a0cf3fe960 · outbound

This paper cites Tuan Nguyen, Thanh Nguyen-Tang, Ser-Nam Lim, and Philip Torr.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Tuan Nguyen, Thanh Nguyen-Tang, Ser-Nam Lim, and Philip Torr

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.666834Z

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=2026-08-12T04:43:02.137693Z digest=sha256:5ee8438d26f7097269270ebe4eef041cab3f6f908430ece2ac58ea0d0ddfc357

Observation 093cdf72-3c1c-4b95-bec2-8d28d55515a8 · outbound

This paper cites Efficient test- time model adaptation without forgetting.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Efficient test- time model adaptation without forgetting

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.651991Z

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=2026-08-12T04:43:02.142212Z digest=sha256:0ba17ed1e9b4cbdc55fa38c50e0cd35d082def06ccb24037c074fae302d78dd5

Observation 2e40f024-637f-4702-8a23-1fc22bd5cef4 · outbound

This paper cites Towards stable test-time adaptation in dynamic wild world.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Towards stable test-time adaptation in dynamic wild world

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.637209Z

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=2026-08-12T04:43:02.146936Z digest=sha256:f458b9106480847d75b7c67453d20582409aed74521a049aee9add14133e7298

Observation 9e989a0d-0941-44e0-80db-b452051d2a28 · outbound

This paper cites To- wards robust detection of adversarial examples.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation To- wards robust detection of adversarial examples

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.621968Z

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=2026-08-12T04:43:02.151721Z digest=sha256:8ec8b7d481bcc29f9c78bdfa2bdd3125092c27055abb11827b3a885ad9f6370c

Observation cb76b16c-a0d4-48bb-b7be-9b3f36f4b052 · outbound

This paper cites Distillation as a Defense to Ad- versarial Perturbations Against Deep Neural Networks.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Distillation as a Defense to Ad- versarial Perturbations Against Deep Neural Networks

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.606251Z

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=2026-08-12T04:43:02.156132Z digest=sha256:40017e7c6acd4b5857e56b79febd5d80269f818f0ed8dee14350868546c47f23

Observation 50678730-253b-40a3-9fcc-57d0ffab5cab · outbound

This paper cites Berkay Celik, and Ananthram Swami.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Berkay Celik, and Ananthram Swami

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.588940Z

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=2026-08-12T04:43:02.160642Z digest=sha256:9a473ba927af54e9e8673227f1f07f0bf2692fba3da616ca593a262e109cf440

Observation bd10519a-3ddb-4dfa-82c1-9a22a3fb2bac · outbound

This paper cites MedBN: Robust test-time adap- tation against malicious test samples.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation MedBN: Robust test-time adap- tation against malicious test samples

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.574009Z

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=2026-08-12T04:43:02.165264Z digest=sha256:b1b795700aa04219f8da98901a74f7f70410c7fa11be97418a204682bd869960

Observation a42dc7ab-6d7d-4c33-8c2c-b4e92d1d7340 · outbound

This paper cites RDumb: A simple approach that questions our progress in continual test-time adaptation.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation RDumb: A simple approach that questions our progress in continual test-time adaptation

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.559094Z

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=2026-08-12T04:43:02.169967Z digest=sha256:72400b291caf4dde0e034f23adda987b6b5608f4864b4d4041dd786b39244672

Observation 1c20b4ea-4e70-478a-a8fe-5fd5b9c04d61 · outbound

This paper cites Lawrence.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Lawrence

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.543468Z

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=2026-08-12T04:43:02.174524Z digest=sha256:4f5b33e6a1abd5361fc89a9b948824d68e213d5ee92e3f0e6629f19f0f56313a

Observation 8a27da3c-5a2a-44bd-bcf2-9bd888273969 · outbound

This paper cites A survey on image data augmentation for deep learning.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation A survey on image data augmentation for deep learning

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.528792Z

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=2026-08-12T04:43:02.178982Z digest=sha256:0cc81b9572aa4c1942cdd0d363bc23da76a9f2713d48ffc2df80812bec74d2e6

Observation ace08f22-589b-4b9e-bec7-8bba606c0141 · outbound

This paper cites Towards real-world test- time adaptation: Tri-Net self-training with balanced normal- ization.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Towards real-world test- time adaptation: Tri-Net self-training with balanced normal- ization

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.513001Z

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=2026-08-12T04:43:02.183495Z digest=sha256:096c78f87acf389dcf361f5b51d3f72dc87d1665ac549a482dfb2c0a0e7d88c3

Observation 3b3e8b45-2ccb-49fb-8917-bb2679989e62 · outbound

This paper cites Test-time training with self- supervision for generalization under distribution shifts.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Test-time training with self- supervision for generalization under distribution shifts

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.499173Z

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=2026-08-12T04:43:02.188239Z digest=sha256:0805d91ce2002dfc62220e0daa120e7ae20dc60ed42c2c0cb81d59f57dd0df50

Observation 5db7203d-09ea-4dee-a97f-3527c454334c · outbound

This paper cites Goodfellow, and Rob Fergus.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Goodfellow, and Rob Fergus

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.485209Z

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=2026-08-12T04:43:02.192943Z digest=sha256:e6923d019d2bebe8901034e60361f750e151c6eff31b48a6bcd166a660b31ff1

Observation a733f7bc-af77-4987-a92d-889ac8f4cb95 · outbound

This paper cites Mean teachers are bet- ter role models: Weight-averaged consistency targets im- prove semi-supervised deep learning results.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Mean teachers are bet- ter role models: Weight-averaged consistency targets im- prove semi-supervised deep learning results

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.471207Z

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=2026-08-12T04:43:02.197415Z digest=sha256:4f6e6aa5358e2aea82bf2cce72151a41843cba21911477fd3430fb38f02f9f6f

Observation 8d8a6c47-5a34-4381-af39-cbf1c059f2a0 · outbound

This paper cites Visualizing data using t-SNE.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Visualizing data using t-SNE

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.455798Z

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=2026-08-12T04:43:02.201980Z digest=sha256:8ffde97b76f0bd30a51933d54983d80bb9848c142256be7935187b6db3d6451f

Observation 16488855-9fd9-4052-b0be-0bbe75f22c39 · outbound

This paper cites Tent: Fully test-time adaptation by entropy minimization.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Tent: Fully test-time adaptation by entropy minimization

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.440495Z

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=2026-08-12T04:43:02.206444Z digest=sha256:3f8e4ee34f56e0e34d4a2f78c7cb0ba0f2bf7114a8078a3b5436a3294149b186

Observation 37ecab8c-178c-481b-a153-2da3a9f0dae9 · outbound

This paper cites Continual test-time domain adaptation.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Continual test-time domain adaptation

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.424847Z

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=2026-08-12T04:43:02.211585Z digest=sha256:d80dc1af2bbe69daec25eb2618c79ac9310cd61e413d5c8491a2136e5e2892ee

Observation 2427e3e4-24f5-48b6-b055-9a3aecaa0f96 · outbound

This paper cites Vincent Poor.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Vincent Poor

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.409521Z

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=2026-08-12T04:43:02.216231Z digest=sha256:e5a542a77dbf5d11bd29fd1535678ed2ea038f3e79f47ea39e5c2e34a43fea05

Observation 2de87f44-23e3-4ca2-8527-b90d333ba5d5 · outbound

This paper cites Wang, Vikash Sehwag, Saeed Mahloujifar, and Prateek Mittal.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Wang, Vikash Sehwag, Saeed Mahloujifar, and Prateek Mittal

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.392838Z

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=2026-08-12T04:43:02.221030Z digest=sha256:0b0ba9f21829d6adfc77e2133ed528feb7ffafecddc5cfed3585370ab3c70420

Observation 22e896e5-19a2-413f-8418-668d0a2ade2f · outbound

This paper cites Grey-box adversarial attack and defence for sentiment classification.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Grey-box adversarial attack and defence for sentiment classification

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.375353Z

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=2026-08-12T04:43:02.225873Z digest=sha256:2a15d1ff6f64c593bcac6e319db8545b837b4822e5b78128705d3b4d974a74a3

Observation 980e59e8-cc74-4966-84eb-2a3724f9eecb · outbound

This paper cites Robust test- time adaptation in dynamic scenarios.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Robust test- time adaptation in dynamic scenarios

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.359805Z

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=2026-08-12T04:43:02.230319Z digest=sha256:9715daba72a11aea2d06478f059ded85d4930ac09876b4a5148443597e22a65e

Observation cd356da2-74f5-4b4f-bb79-8ec2ca0097c9 · outbound

This paper cites Dauphin, and David Lopez-Paz.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation Dauphin, and David Lopez-Paz

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.343828Z

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=2026-08-12T04:43:02.234492Z digest=sha256:e1510d2c0a8d40240231731f5e98615a40eac24813c09a827361b45dc4b70c77

Observation 1294b932-f646-4c18-8daa-bbab7882273f · outbound

This paper cites MEMO: Test time robustness via adaptation and augmentation.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation MEMO: Test time robustness via adaptation and augmentation

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.328319Z

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=2026-08-12T04:43:02.238585Z digest=sha256:cbf5d0278b258d6b724051968bac73ba7cb829abf4f609968237bf4259f9c985

Observation b3cb40d6-df79-43b9-bdd5-04dfc217deb5 · outbound

This paper cites shifting boundary effect.

R.I.P.: A Simple Black-box Attack on Continual Test-time Adaptation shifting boundary effect

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.312282Z

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=2026-08-12T04:43:02.242563Z digest=sha256:af3233f22625c823b29bd38ac9c42e218b75c09347b77e58785d67f0e9d44c71

Pith citing papers

No inbound Pith citation observations are available.