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Paper Citation Record · LEDGER

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning

As of 23 August 2026, this Paper Citation Record lists 96 of 96 outbound references and 1 inbound Pith citation observation for arXiv:2505.08576.

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

pith.paper-citation-record.v1
2505.08576 v1

Coverage vector

measured 96 of 96 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:54:59.814211Z

measured 97 of 97 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-13T05:56:38.042978Z

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

96 of 96 outbound references displayed

  • verified exact1
  • verified fuzzy8
  • unresolved86
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 1ff044ac-ea41-4da1-be5e-4ca7fc88d090 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.484295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.484295Z digest=sha256:cbcd2e022de9fbce05968e215099ee34785238691aa2d095b01bb77c0890ec08

Observation 09a1c573-8905-4481-9481-7d6d2eff3f1e · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 2

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unresolved
no resolver link, observed 2026-08-15T21:54:59.488403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.488403Z digest=sha256:16f37d582f930db3fb0a111abcba1a10bcecadd3e4929d5c3838169ba0bd0eda

Observation 1da01b0f-e5a5-4216-8ec7-8e4f99c214e4 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 3

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unresolved
no resolver link, observed 2026-08-15T21:54:59.492399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.492399Z digest=sha256:5ce8e85ca407a17ec833f63112c85d6839aa4105b472c9e610a0d710ce0ca105

Observation 50815c9e-2a75-432a-b9ad-a085cbeaa778 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.496846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.496846Z digest=sha256:a17e1be7a96539f296bba868b8dd007c229fc9d4dbc81306603f78b242f3233e

Observation 3ebf9670-a6ee-428e-b19e-47ce21093e0f · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.500343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.500343Z digest=sha256:00c066f88d836ab88434e6cfb2a26b510abc02f4e08e8ee9ea1e528250510c31

Observation c8a9dc2a-731e-4b72-9756-94ec2a08709f · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 6

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unresolved
no resolver link, observed 2026-08-15T21:54:59.504069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.504069Z digest=sha256:58bbdd5cd4900c407bbe6fbb5736eeaa4ebf16eef267aeb0ee5e2260c9830833

Observation 86056cc8-29e1-4eee-96cc-7b836dda2f7d · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.508520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.508520Z digest=sha256:9bf1e694b4e7ddadca5ec7f3402b3fca7d6b2abde2837f9d540d98b150d32a25

Observation 7a835c14-058b-4c19-ac17-844434e6bef0 · outbound

This paper cites Certified Machine Unlearning via Noisy Stochastic Gradient Descent.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Certified Machine Unlearning via Noisy Stochastic Gradient Descent

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.511850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.511850Z digest=sha256:ee99949190f7a854bed01289d5e366fec72eed6f39d6ca99cb95709bc8efe214

Observation 35256e8f-ae04-43c1-9a96-a5fc7f71890f · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.515815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.515815Z digest=sha256:35fde73c8df3752ce1751dfce712f397937e3a495b6190b443e451df8c13ba52

Observation 16491374-38f4-473d-9b9d-1439a59d4167 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.519175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.519175Z digest=sha256:cf2811231c339beb2878baddea9c6c7c5ec01ea0020a9c23c601b0431b1f196a

Observation cd97afff-22e0-41b4-b46a-735af7182798 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.529922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.529922Z digest=sha256:9316d1d933b1e66176b982998781df1c118034cadae29784a55073c5a3983a16

Observation 1810ab8c-d57f-475d-966c-6d340c5ffd3a · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 13

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unresolved
no resolver link, observed 2026-08-15T21:54:59.537472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.537472Z digest=sha256:2bc6f1882a670fe7d70241ef79639fdc789abb0de354ed82fe7371118f60c797

Observation 0f4fd181-7db9-4c0a-ae0d-225f86eb3c61 · outbound

This paper cites IEEE Transactions on Information Forensics and Security (2023).

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning IEEE Transactions on Information Forensics and Security (2023)

Reference 14

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no resolver link, observed 2026-08-15T21:54:59.533194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.533194Z digest=sha256:977027a7bba216ecac8c9fa87d30e0b2506fd19336b891f3aa88ba9fc26355c4

Observation ac341d6e-3abb-445b-9739-e3cd2b369309 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 15

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unresolved
no resolver link, observed 2026-08-15T21:54:59.543984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.543984Z digest=sha256:f5a2dc7cda2d872c80c51277309ea258f7c4bb6e466c9d4258e241eb4c71ead1

Observation c1fa0d5b-4e5e-4d20-936d-e78222ec4d6f · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.540669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.540669Z digest=sha256:86ede02dedbfac52bd1785651488f9576decf7694bba8bbd23d0e3e51107da28

Observation 1d34bbbc-579b-4868-a1c8-0c04534927b8 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.550985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.550985Z digest=sha256:91f15d5fb343ce1401487ec4d5b4072dffc469729f13b6e76acca97a029993ad

Observation 63a387f3-65a1-4102-a9bb-f621fb045b9b · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.547859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.547859Z digest=sha256:8603fd3f506d8f90a773a3fed6dd6b2b492ab650bca1cbad9e9207a53b88c8b4

Observation 1722671b-519f-47ad-9eb2-2e1510bed245 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.694635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.557843Z digest=sha256:7bbb4837ce29e569db343195958e0c5e15401b3d0e4729e3b0a13c644b72f57e

Observation 2aecafe0-2c04-4c44-944d-08f6564a05f1 · outbound

This paper cites Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning

Reference 20

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no resolver link, observed 2026-08-15T21:54:59.554340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.554340Z digest=sha256:2b7ef994804164126950bfd8d2a4bc450081bc7ebe3a47b9508faa5bc600632d

Observation 3bc18d37-f520-4b0c-ba67-1bedc58eacb2 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.673701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.567577Z digest=sha256:2df073aff9fb8d76a31a91a17a1c8f3b7a1f1b273573888785bbfec2cfe7c81c

Observation a81497cb-0452-44c6-876e-0aa9efda2fe1 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.684841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.560838Z digest=sha256:3e764c2f6142a3fd0f0942f24d7c030f27e69bea7ca37a3ed346b7bbedaee816

Observation 1c9bbd85-93f3-4c23-967a-469e28713622 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.651055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.573534Z digest=sha256:8a2a7eb13de789e5fbc382554ef5ab7c23dbc962148e5343ad333247b4afd745

Observation 58073499-574e-4f28-9364-1ed0cf8ec28c · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.640809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.577267Z digest=sha256:ca726e611231f77f6ba0f8f2d1d272a65173030ba4d063808333eebcad5e1a32

Observation efb3fa75-d12a-4b67-bf09-d73e38db1c0c · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.661650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.570597Z digest=sha256:7e118d41676d088e78286b18059df01a4bcd27a7f49f030e312b86550bb947f4

Observation 6eb58d43-5327-48bd-9e7c-7eba68d23fe9 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.619896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.583702Z digest=sha256:db69693cd14541a3797f93d83d846b840cb06853ad2d2c25cd87c4731d85dc28

Observation 50087d1f-6c88-497e-b283-468282c4616b · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 27

Resolution
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raw_fallback, observed 2026-08-15T21:55:00.609491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.587325Z digest=sha256:baca5d40a89c0ae6c666752b58fe4582254d51ee090db8614efc731e68fcec6f

Observation 0f4f5901-8337-4fb6-83ed-c68bb4f26a73 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.631424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.580334Z digest=sha256:c1b8c95e236426189cd86a14ed0b3eb0f1e6cb7842c395c0866e1068baa2f9ab

Observation e634f387-b68f-40ac-b760-1187357da65c · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 29

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unresolved
no resolver link, observed 2026-08-15T21:54:59.599726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.599726Z digest=sha256:936caf43c94b3ab0789d3fd5d38b2d4b69c0ba684ca561b6c2767d94e6255473

Observation 49550c77-b2e1-4d21-a0b3-b005a6866b92 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.594118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.602980Z digest=sha256:5f29856f875ff74fdce12be7cdeacf3cf36dbadb6e8dc75c19764d78e32a3d47

Observation 1f3a5441-089e-4175-a996-e3f6403e6ccf · outbound

This paper cites Gone but Not Forgotten: Improved Benchmarks for Machine Unlearning.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Gone but Not Forgotten: Improved Benchmarks for Machine Unlearning

Reference 31

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no resolver link, observed 2026-08-15T21:54:59.595855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.595855Z digest=sha256:e061b8327e6b5e2b2f87a11e7923c169abf5ccffa11a15d316294f5254afd55a

Observation e90e2300-9d45-49cf-a9a8-f153c77b19df · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.573090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.613723Z digest=sha256:a3baa9990c157a5866c2353c00d66a3f170a44158af1912d06c14d8741a0a540

Observation 5b38c012-69ee-442c-b07c-4a750f1d8c0a · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.563110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.616973Z digest=sha256:62d966379d067f6bab1b27fe48e919e31eb3144a9790434a056ad58db42a70e6

Observation e9b71539-483a-40e1-bd2f-7e8519309f76 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.554047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.619958Z digest=sha256:dd26709c0060d82446034a7f1db7ee2ce579a58c6e8f070ed4d75b2bfa4988db

Observation 8ba7bc3a-d03b-4a4e-917e-5b818dea6f7b · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.583102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 0108ef71-a93c-4a5d-88f9-996e3d57a6b3 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.531702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 44c1b9ad-6706-4dac-b90d-8f47727b5e69 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.520660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.629980Z digest=sha256:0103fd3eed6823ecd0bcfc3f3836b046d42adf4bf0d077e57a6f3275cba25c4e

Observation 86c56a43-afa7-4105-b146-1728ccbafaaa · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.509343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.632754Z digest=sha256:9d3d72451017acb6ceaf5cb31f2d7010832484b22e930337e19c5958f8f23315

Observation 45021164-0829-49df-8252-28717a81bc08 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.543700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.622979Z digest=sha256:f2f477af20e6589464ae037a7132c166d101a42594d31ad59e11456870f470cf

Observation 1722b146-3843-43d4-be03-33f7665b854d · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.488330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 8d5c2db9-2488-45c4-a3fc-a51a510adb86 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 41

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.642488Z digest=sha256:dac3300fcd5c6ab28fa90acc262127d167847977e620b79e7890accd2dee4575

Observation 1d51b4c8-18b7-479b-80cd-38fc54f4117d · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.462525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 6e18b5b2-c0f0-4088-87cb-d480dd401a55 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.497766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.636381Z digest=sha256:eb0f9417758e5b196a68184fc496c65510309b88b93034cba05efbe5ebc193db

Observation fb395b9b-916f-45ed-b780-bca00c90b905 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 44

Resolution
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raw_fallback, observed 2026-08-15T21:55:00.444757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation d875b98c-4f62-4cf3-ace5-4606844e5206 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 45

Resolution
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raw_fallback, observed 2026-08-15T21:55:00.434574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.658460Z digest=sha256:b6515d094e77d1c5a6d1d7b5eb36aa9be250e40d66156002c18264c111ba84de

Observation ccf53b3b-420c-4f27-ba42-179e4f32cfe2 · outbound

This paper cites In Conference on Neural Infor- mation Processing Systems.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning In Conference on Neural Infor- mation Processing Systems

Reference 46

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.646129Z digest=sha256:9bf6b2e929ea02065ed79fcb7641407f480888e90eadd4caf819de5d31086479

Observation 712c4c7c-461b-4663-8e2f-fbf1c02c0c6f · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.424058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.665604Z digest=sha256:636d7cc040d31599fdd7013599cb5a4be88358d73890b9c0c0113e0ca1e4ee1c

Observation 4f107466-1be5-4f76-9311-532413d6d23b · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.453635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.652283Z digest=sha256:7200797205ea749e247e494043ffbf259ceef20abb4644188f9896c46ef89da1

Observation d209126a-b2f2-4605-aa22-546ed227031a · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.395013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.677166Z digest=sha256:59dd0752dc97bb1023cf25539d1df4253494d9fe616b0ee2516774d4f7ce3b2b

Observation 7ea72d90-9eb7-4454-836b-1214ce8dba87 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.384777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.680651Z digest=sha256:c23ca27a45a98918940bf7fb3fe5651397194b8c2e39260c790c674fe21d6361

Observation 846e25bc-4712-4c77-bf47-83dbac3704d8 · outbound

This paper cites Machine Unlearning: Taxonomy, Metrics, Applications, Challenges, and Prospects.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Machine Unlearning: Taxonomy, Metrics, Applications, Challenges, and Prospects

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-08-15T21:54:59.855297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.661423Z digest=sha256:61ce9124d253a6369a7c998fe2ade3774ddfa53f61e80501422ecfd3199b1e99

Observation e8a561df-1c34-422a-923c-4305c914df10 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.364290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.687806Z digest=sha256:e292117e218c7d7b2a01a69996fd27317e9d59c3edaf2818a5f83436fe64d41e

Observation d7f6d4c5-deea-4958-9bc8-86e1fc2b8c5d · outbound

This paper cites In IEEE/CVF Conference on Computer Vision and Pattern Recognition.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning In IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:55:00.413829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.669405Z digest=sha256:1859f2204b3912d1cef20e6def0f9129546e2e3978be473d554456be04abfa11

Observation 274007e9-b320-41ca-9f5b-9640c0026382 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.404286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.673162Z digest=sha256:d7a162761d7c15c28a9b7f0270c0f0cd7486e30c69993afada35dd0b2baca741

Observation ef6aeeaf-262a-4f27-bd8f-7e7bb399f6f0 · outbound

This paper cites 2020.{Updates-Leak}: Data set inference and reconstruction attacks in online learning.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning 2020.{Updates-Leak}: Data set inference and reconstruction attacks in online learning

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:55:00.335661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.698250Z digest=sha256:425bbf7efcca18897b8d1435181fcda4df61525b893ddd02b4030b85ff997542

Observation 34d5a6a5-2a7f-4ac3-a766-fa400a5a1e72 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.701327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.701327Z digest=sha256:be82109889d942d1f420c71a2e410bde76832266ec0789ae8a58d9e8ffd1bf33

Observation 0c6f2eac-161f-4e8f-83ce-9dced3c87eb0 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.374030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.684277Z digest=sha256:aa78788c0bf1a98f183629474c764378a9f57b3b1152de87d44e91f372bdd94a

Observation d3776506-9797-40ac-b0fb-6aa71c295c7c · outbound

This paper cites Label-Agnostic Forgetting: A Supervision-Free Unlearning in Deep Models.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Label-Agnostic Forgetting: A Supervision-Free Unlearning in Deep Models

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.710695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.710695Z digest=sha256:a3a340d4770122d2a649b4a15a063a9954229854cec952fb8d58735d560384d5

Observation 3b8155a2-c0fd-4466-b466-6d71c2ddeded · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.354468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.691668Z digest=sha256:b2c13d17dc0ffde1bc3c1bebb2782acca9bd7a7be030e5cb87f709ecb84bc4f3

Observation 8b709ec5-7163-4056-8dcd-7cd05631940d · outbound

This paper cites Get in Researchers; We’re Measuring Reproducibility.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Get in Researchers; We’re Measuring Reproducibility

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:55:00.345074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.695022Z digest=sha256:1f59ae61ed29179c3fdd4f0b48c7b57d82b071514e9a6aa2ff8b2722d078594b

Observation a3fa002c-5cb4-4481-ba3e-1c395011c909 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.278099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.720663Z digest=sha256:6b2fe3fe9b60a8ac44c4463b882ab4f60253761342b4c6448c49b55ea70cce65

Observation 17bd4319-c488-4309-ab7a-e5e3c3327e70 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.266709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.723879Z digest=sha256:e7487e5b54fa4d31d14675ecf13762e302e45b732963852fc4a974a359f9970d

Observation 60203481-0889-497e-b455-92abcab966e2 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 63

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.727798Z digest=sha256:47b7144f5a1e927a3fabf790f66d7dcbd21bea5791e28bae8ef71d1d7c8ba6a3

Observation c93a1ab3-d3f2-4749-ba65-4475e8d57d4b · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.308702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.707354Z digest=sha256:28095019911a4b88f681f5d1c95787f2424516fdeeb89a7457e0f1ed667e3d27

Observation 6bbf3439-d54b-44af-b119-3acdd353a815 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.734740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.734740Z digest=sha256:56aff932adb4d4678c8c52d99d98c58c9f0e1d76bc68bf635ba81b07634b3371

Observation 9d2b8f4c-dc5e-48ed-8088-a506ae8b6a2d · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.299245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.714182Z digest=sha256:48abd00daf9db842be24e377108937039e6af03e069b03f6e3895811e03d1b4a

Observation 4ebcf0e1-a763-4fe2-963c-dd3cade95422 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.288675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.717579Z digest=sha256:e104e9f4e400be62b5f33b62a680b3152bb0335e4035ce0b86f7476a4bdcc0d3

Observation 2293f47a-679d-434f-b475-fbb52cedf4ff · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.747273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.747273Z digest=sha256:879845fb5b8d7e6b45c7bd0fd84a6559f3da4f871a816ec295efc00490a9481c

Observation 8efb6f8f-bef1-4c37-a67a-eeb37c196f7f · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.190477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.753288Z digest=sha256:ef527038121d7923cb1066150bde8bc34c42b30f67596c23745bee28d8691fb0

Observation 9a76ab4c-1454-4908-b6bf-6c8dcc86e3b2 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.179238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.756579Z digest=sha256:409292f7ca81eb639949328e65cc0d26795c3a196aba0a1d3b2087504d40dd94

Observation 9401e435-da56-4e7a-b696-3626a0f734fa · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.246835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.730992Z digest=sha256:b4d87e008dfcd18df5ab64e0397826ddeca66efb7a39e12bf48976b2942f9ce1

Observation 698fead2-3cd4-4c1b-8721-8aa9e423f723 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.763152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.763152Z digest=sha256:880d1137c89bc780dac1c6f145f5ff6b45c92efce9a7f9c3f69c3b370e8c190b

Observation 26937454-848a-4ef9-89e9-d1f4b8f59cc1 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-15T21:54:59.738303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.738303Z digest=sha256:cc4157e88a4c92ae3e98a8366992952271a6e01e156f1d23b97f29b112f18e44

Observation 46dc2f22-45c2-4d20-90e7-44fa92420bb0 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.224776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.741288Z digest=sha256:4e9c66af98e8c4a84fffa8bd63318605c19c73b42d144e15e1a618ab873438b2

Observation 49cd5104-1aa3-42e8-9d3d-ba31a3e8981d · outbound

This paper cites Rossi, and Raman Arora.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Rossi, and Raman Arora

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:55:00.215156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.744319Z digest=sha256:74ee822a258df641d79fe17a251e52e36f482cf35332ea0a68f93423a26445e6

Observation 18156fe6-9d82-41cf-8fe7-35bd0eb91f24 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.109433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.779388Z digest=sha256:ca4ceccec886cab3c972ee4407b3684f4f511f200f86f81d1dee0b7c66f34471

Observation eab46678-84b8-462f-8584-a4205784be38 · outbound

This paper cites In Network and Distributed Systems Security Symposium.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning In Network and Distributed Systems Security Symposium

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:55:00.200237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.750439Z digest=sha256:1c5262f0e68af3abaf78e6e7db15cd0f0c40daa75abd62c6a7b571300942e6b8

Observation a561c0ac-a8c6-4faa-af38-576494fce64a · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.167001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.759342Z digest=sha256:1c5b6a0900fb4ccc140184aa57a150c63c7c5221ad4376220321d5ee1a2770bf

Observation 6099eac8-a1aa-47bf-93b2-79d5c6e6cf56 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:55:00.138049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 56ae87c8-6fe1-4a68-87e2-7ac352a5e0e7 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 84

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 7df0ea03-62b5-495c-ac91-26b06a183ebd · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 85

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 5cab9c7e-664a-4464-b879-573d752e2afa · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 87

Resolution
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raw_fallback, observed 2026-08-15T21:55:00.100164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 6b798713-29b1-43c0-b59c-c9f73614bf29 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 88

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 4e24157b-6d6b-4d1f-809b-1f7a25139333 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 89

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 0d6588cc-e1b5-44e0-b771-ac330b2e89ec · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 90

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation b11a6a3c-616b-447a-a42b-900bd170cac0 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 91

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 529957e5-1fdf-46e4-b8b1-4b16eb8dd6e6 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 92

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation c5ae3216-39f7-4066-91ff-bf190d886606 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 93

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 8398f74d-934a-4235-8737-d5ed8bb92d09 · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 94

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 7df10018-c2ad-49c4-9be2-31385b6bde2f · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 95

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 1618c3fb-808c-497c-aabf-ccf468e08a0b · outbound

This paper cites an unresolved cited work.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Unresolved cited work

Reference 96

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 4b652db0-095a-434e-9c0a-735aced60a14 · outbound

This paper cites unseen" data with respect to𝜃𝑢. Formally, MIA-Efficacy = 𝑇𝑁 |D 𝑓|, (3) where𝑇𝑁 denotes the true negatives, i.e., the number of forget- ting data predicted as “unseen.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning unseen" data with respect to𝜃𝑢. Formally, MIA-Efficacy = 𝑇𝑁 |D 𝑓|, (3) where𝑇𝑁 denotes the true negatives, i.e., the number of forget- ting data predicted as “unseen

Reference 97

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.814211Z digest=sha256:6c4e6150015edfae71aeac5833c88998d8a6a4e3f4a24e4fb66d6df04e1cf369

Observation 6256666e-0a5f-45a9-877c-3f0e1882eff5 · outbound

This paper cites Certified Data Removal from Machine Learning Models.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning Certified Data Removal from Machine Learning Models

Reference 2019

Resolution
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no resolver link, observed 2026-08-15T21:54:59.606284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.606284Z digest=sha256:bbfdba00a39beb354d5ae6cc5823494d725de9233fbaea170080611bc604f3ee

Observation 0dd52ce6-2a0d-46fa-8e6b-bb3ffa920d4f · outbound

This paper cites In Conference on Neural Information Processing Systems.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning In Conference on Neural Information Processing Systems

Reference 2021

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.704373Z digest=sha256:955fe06860e0771ccc93bc3d9b3467b102af49ae97cb34a7099c191a2a1f2eda

Observation 9937e4cc-fdb4-4398-825c-d0fc02feba0d · outbound

This paper cites In Interna- tional Joint Conference on Artificial Intelligence.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning In Interna- tional Joint Conference on Artificial Intelligence

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:55:00.149009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T21:54:59.766926Z digest=sha256:1879fd40c3244e1145cced3a135f3a7b4e39f56db25ba223bbb7f5e9713302c3

Observation e5fc062b-edce-423f-9954-5fa69127f13e · outbound

This paper cites In AAAI Conference on Artificial Intelligence.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning In AAAI Conference on Artificial Intelligence

Reference 2023

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.526584Z digest=sha256:aeabdd10db27d106cbbd9a98b0239e5a4583860010eea0929c8aedd9670f74f2

Observation e25d71d6-473b-4e22-a4c8-b4d2f7e6c4a1 · outbound

This paper cites An Information Theoretic Approach to Machine Unlearning.

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning An Information Theoretic Approach to Machine Unlearning

Reference 2024

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.563955Z digest=sha256:e252167d8569e09536ec6b67f5d7a77821a075489a4ac161472093dc238f3315

Pith citing papers

Observation f6fe9d5d-22dc-4929-af94-1c0f68d6b42a · inbound

Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data cites this paper.

Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data MUBox: A Critical Evaluation Framework of Deep Machine Unlearning

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-13T05:57:21.688691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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