Pith. sign in

Paper Citation Record · LEDGER

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

As of 14 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 2026-08-14T06:32:32.682623+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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:03.108241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:01.990951Z digest=sha256:dacc30e4844f518b7c9d6238af02523f814270429f5be793669c105579c3d197

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

Resolution
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:01.996356Z digest=sha256:cb717006bcc9d120ffe2631a4c6a0b02fa4be4cafbf7ed62216d033fdd3dea01

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
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:03.078166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.001186Z digest=sha256:87aa56eed0912b68ab83304e8fcb31da0b67e357d402f209f376a3bc4a029e24

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:03.063184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.006007Z digest=sha256:6e1ef9c8ab1b73b83e63ad7688b1ea6af2c41c38da7f4d2cb63a09296393b43e

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:03.048906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.011041Z digest=sha256:4014bc41bd159b8c043feb5c59dcb5e996f79cbc590a58e99f6fdcabcf272d88

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:03.033830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.016107Z digest=sha256:b8e49d5d91da49e0c4cc2f44e4af0fadff6023a15e1c0bd871d40ee64600aeef

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

Resolution
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.021155Z digest=sha256:920e03a67627887ef98b3f6aeec4025ddc29c904cb8abdc97042e96cbe2ef14c

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

Resolution
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.026390Z digest=sha256:fbead26185714a0d76895070730f6973b799382e1e9b4faea5a0123ed3b5edd4

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

Resolution
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.030989Z digest=sha256:6b4ad37da3c1be86568691de487dfe67192c13728d1ba57df323a5a6de886151

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.972965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.035699Z digest=sha256:7b789161f0ca10690628661101c0d5bae5ba427dfb98d4378acdf64476908328

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

Resolution
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.040496Z digest=sha256:d04a1509f6b9ea83b5560255ad1a193320527b25d9666b9a9155f05937c04f5e

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
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.045246Z digest=sha256:c84c05897e0cf37c26b1b971c4f94b8151a7c330ae7309f4940aa63032bea796

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.054747Z digest=sha256:5b44b68a328c59b840610d74ab9eed3d41e0513660298a86ac98a8fd0671f01c

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
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.059413Z digest=sha256:f1eb7de9eadb3e769a93c082deb0c28f46e53d6cc62ce58402b4343e76ca4f1f

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:43:02.898693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.064009Z digest=sha256:dccb796228b49158d4fa1be8fa731a59c33f376718592e14bed19c83dd79fc3c

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

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:43:02.884610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.068532Z digest=sha256:3330a05263846d00cdabef3af7c5d1ae0e09615ea9352e1eed794ede9a0ebd07

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

Resolution
unresolved
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.072459Z digest=sha256:f7c50ac034c483216f394355e964cd9e13b280f7e6d3b2e7d2d01e33db388a56

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
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.076467Z digest=sha256:9dc635f44690a14c8db6f77016adf2246b7ccfc45d703641e0a4b440dd125d4f

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
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.080767Z digest=sha256:7d7e1db6128a7d9858d1b76d3652d67f9dedb882f5f01a206499054052eec9c8

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

Resolution
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.084899Z digest=sha256:14afb98004cc5bf23945386218348f94f56824245318d4f5db9a35519fbe1055

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
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.089187Z digest=sha256:6e2768c3ca9e32700532932de099a7493d052b481db7ce188835bd63a405110b

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
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.093148Z digest=sha256:13541b4fbcf06c34005dbb3adffbb07b250f688ae6296730c0539a9056400dac

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

Resolution
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.097081Z digest=sha256:b45d693637d220b3e8a99f5072b0576dfee57ec11e7a174c5d46edfadfe9e10e

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
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.101038Z digest=sha256:4009726a3a3c58c175adf9e970d7a7b50d7050e955eff30b4f5d6adeddb09db6

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
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.105584Z digest=sha256:978f412257680cb54d4cd74354fefc49a118e4eb8730bd4868bb252fa91d9b7d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.109903Z digest=sha256:223ede6703bd92c87997bd8ea6a94e44b89ef79f133c17abe716b4262279bc48

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
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.114600Z digest=sha256:6e10db1b84e797e44110b3755ae82ce7514e016fbc488a7522834be33d539512

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
verified fuzzy
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.119090Z digest=sha256:383edf3df0cba922d0a4870a80fa18eec2e6fcc0c7578305ea41a7cf62dc3270

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.123521Z digest=sha256:8b3be1d8729701a0a19dd4edba1d249e91c5a44c3f2ce9f76f22b5138f588605

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=sha256:73503c0d2390986eba68f8129e325d54dda2242196e8555d90b91aab58e5949a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.133030Z digest=sha256:1667a906ca57b61391438b962aac94e06a2078e39e04decd7b4a00ac09474643

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.137693Z digest=sha256:c3b0e11e799b982f11713682196e7b04f9a449a264f3bc3a3dbad3aa6e2fe6ae

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.142212Z digest=sha256:4275b6bc5683f9853b292de9a74ffcc21a32e8f6ac2604c8ef0031daa64b2e61

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.146936Z digest=sha256:c27393092da438ba7d859ccce472c3e6cd58bb29c1049d532d91e26425712bbc

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.151721Z digest=sha256:35d64f8a04463577fab4019cc34f69c3a732b1260cbf81166b85e0506413ac4c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.156132Z digest=sha256:79fa3f6c3e640ff8e4117fa8fb45f1e7c0ad7f2bcfc0ef3cefb0ad38823a270f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.160642Z digest=sha256:1f9ab1b5880c9a9166f99805fa3c44c4ef99fd71f64a03cf87a111121ccef97a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.165264Z digest=sha256:0cff7a159a80f2492f4cbf4e7e3880fe179c3d1a3420285d2f488faa48904f2d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.169967Z digest=sha256:cc79351c89fb618795cad33efe8f4f833e4a79d744c5a3b9f43b348c36356695

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.174524Z digest=sha256:896f23f4500f8057dd569dcf1b2ae3dbd59defd727f53731ffb665a57607c7e5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.178982Z digest=sha256:6465d4200fcfbb394bea2f3d86263f8b892583e6ba3f6279432a1b11bf2c398f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.183495Z digest=sha256:fcea335ab7e336dc3de9713f30ba3c22ab15ce53d2f0282ca7a26da7be3fda3a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.188239Z digest=sha256:8d05443f5982ab3d12933cc000f06ecf37509ff4f2634b2b368b8ebbc5279311

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.192943Z digest=sha256:bac9e92e77c8f98b1aac7e1e697257711611fb3acc2551c77194a854ec29c1f5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.197415Z digest=sha256:bbd51cf60dd0d73043b998b8b3befa7fa9efd1db08e21b9b9fa4c99ecf352a7f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.201980Z digest=sha256:59820aec9749e6bd9d4711239398ad48ff384ba478e200ba7f29da6a688f2f63

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.206444Z digest=sha256:69f18b405435626d3525648dfdc5c82ccf3f0219e052f657772f731b0363ae1a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.211585Z digest=sha256:eb7844fd97502db32002e8acf523835ccea13ff673d287cc159a4017a169baa5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.216231Z digest=sha256:41aac50940446c7161026d88ec4848e6014475273ac6b8b11b8a91c63de84b03

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.221030Z digest=sha256:445a7afe498b71be0dc0350869b0da88625e64e93f545200436ab6b6b854b4f1

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.225873Z digest=sha256:06fd73f745cc24a9cd43d2731794949ac3d1b2bf21e980831138fb6d43552162

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.230319Z digest=sha256:bc4b4ff3805a8bc3650c99abcb469c898173dd24970f5a0a424fead60d3c9bdb

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.234492Z digest=sha256:11dd3145c3f02563d1c4a75931bb683fbde00b4a2fe707909f97b01cd933ef03

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.238585Z digest=sha256:a8b3fd15b3666357a37556a2951d0adb24418f9b63aec308bffe75529928b6a1

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T04:43:02.242563Z digest=sha256:136c80a34034003183bc1044a2af3af86421b95e9092285f3a800cc9854f0376

Pith citing papers

No inbound Pith citation observations are available.