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Paper Citation Record · LEDGER

MUBox: A Critical Evaluation Framework of Deep Machine Unlearning

As of 16 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 2026-08-16T06:30:59.297886+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:af85ca39bf729752488b5979c919542955f03f68d4a79d385e3ba94fdadfb729

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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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=sha256:5e5a070e9669bfc2ffae73fa09571abf774192aa74e77b51637e8a11efb8ebec

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=sha256:9b64adccba70100cb752283f05dfd3cb95ccf78b0e2ab619f787ab4f3503a970

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

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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=sha256:84e63620ae821dbb51be85b7e49561c6a09236b4650894ab6e06b9753d13fcaa

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

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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=sha256:9eb43c22fefeb3534bf02d0dc423c89b94fc3b23897b3b8233988d4fcaa0ca77

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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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:ea22c5517ddb89dc62c865c0a1ae6afc20dd076b59a144d78573e84ec88073dd

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:c32f0f1177386fb23af576e020ac194c237672f0510547e4483833fcfbd64921

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

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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=sha256:967a5aef6239d6eaaf459c789641f003b36d6875cc12a5bbddfe192749519a77

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

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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:a1602ad4a55193026b577b5e5e125005a86b3f1e572c31898ff9da5372a556ef

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=sha256:9fbcd8525a748834d2784728d7697b0cedbabb8debb1f0736e38ef40cbe73107

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=sha256:16fa42c062c02526c6c7c7e3da0cb8392b60f6a68afdd7ec4daff48300de1e42

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=sha256:4fc3afb9bb604505d91ec90a40f74e66d28873c51f56c2819b5f012ecbf20294

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=sha256:9815bb3506235f5cde6325f02b4e93966734448ea554835b0ce2b583544c0f69

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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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=sha256:80b0abd04b284f9b5bb5efb19002b4d14e69af65bf4814c39a1c1f3dece78dc9

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

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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:a5bd607d23c062ee470ec7343f947027c15a86b316a6968b8b65bed3b0101be6

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

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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=sha256:18e133dd2d7136ad48f2061d0b21b0eb540aac82e82e9e9990db84fb5ab65616

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

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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=sha256:87f193eb8d64a4a11bef6704193dd7aebf4c7eaa69abed22ae816443ad2a0c75

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

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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:54:59.557843Z digest=sha256:03796a4a582180ec5efaa7255da480ef37f1b79679747e4213f2779decf47831

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:b0114042835b879f2f23f8b539e6d217808f5405829ae3a12509075e063f4c76

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 2026-08-16T06:30:59.297886+00:00.

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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

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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:54:59.560838Z digest=sha256:dd26d6650d81934949984cc2215a923d0ec39573db5d88dfe05d2cc2aae24624

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

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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:54:59.573534Z digest=sha256:f72b537ba71edca02b68bb0bd230177b500da153855f3df01d9e6e4460f451fa

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:54:59.577267Z digest=sha256:b00d6ff751b0f35b529d452047d17055352e9c54d53b90bb244e6f8859abc13f

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

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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:54:59.570597Z digest=sha256:dc48d734263b402cc4c34654d944764b06424e5e74bc3678b830618fd5c58f5a

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

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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:54:59.583702Z digest=sha256:b5f298d358dc797d3149454917734bf5ee96e9355f6464810a7a1ec4bc36e06e

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:54:59.587325Z digest=sha256:67f1096182f3aed9e7acc06acd593a0f3dbafc88f48ec72ebe5806d5f2990b92

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

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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 2026-08-16T06:30:59.297886+00:00.

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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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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=sha256:86a432b119e1e001b4be52c4e2751f7a6358ae241d4b016f20a6adbd8cc1b786

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

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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:54:59.602980Z digest=sha256:1689f71fea5528d2b9643fcad953953f4f6b563a39a9e2692a6a5fdbd95a1256

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=sha256:6d24c3c2af2783b45e3475b5a732c40b7a8f06aad124f238d4e00137b1858505

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

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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 2026-08-16T06:30:59.297886+00:00.

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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

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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 2026-08-16T06:30:59.297886+00:00.

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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

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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 2026-08-16T06:30:59.297886+00:00.

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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

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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 2026-08-16T06:30:59.297886+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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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 2026-08-16T06:30:59.297886+00:00.

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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 2026-08-16T06:30:59.297886+00:00.

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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 2026-08-16T06:30:59.297886+00:00.

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

This paper cites an unresolved cited work.

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Reference 41

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:54:59.665604Z digest=sha256:f17e8f2516996ef6a7b42e065dcdd8ed24e31e2dbea042baee0f40fbf6b6b813

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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
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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:54:59.680651Z digest=sha256:693ee2f646ba0553575675f244c1af7a380da5927d5661681c60161d1040fd73

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:54:59.661423Z digest=sha256:bead01460e8e9cd47c0a2b9c0fa61e85676958ec9714fdeee5e468b85b877e52

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
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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 2026-08-16T06:30:59.297886+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:54:59.669405Z digest=sha256:495d6568e0520352d49b5c25bb6e4b41fbdc636da52b5129e1a1bc677af753c3

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
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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 2026-08-16T06:30:59.297886+00:00.

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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:54:59.698250Z digest=sha256:e802e368fdb3b325c7762065e386b75325a74581974cc542c5ad728bb9d6dd20

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
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.701327Z digest=sha256:5907102233bfc5cf563e41c749c05926ba99e4d9e46cd9b9bc1c272aa29fdf33

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
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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 2026-08-16T06:30:59.297886+00:00.

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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=sha256:8ac9b015207bef4de038b7bd0342d5b9e6079f214d3a9a002ca421b69b28f838

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
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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 2026-08-16T06:30:59.297886+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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 2026-08-16T06:30:59.297886+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.734740Z digest=sha256:7a1cde482237f55f5278b6ebfa73a569c033d5897302f7de06f2a0649177f8af

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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
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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 2026-08-16T06:30:59.297886+00:00.

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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
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:54:59.763152Z digest=sha256:7f12c5282779e31804566d37202d335edd5874f8bcaad9c841382bc52aa22e59

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:e09aefa35b515fea85c3ddeb0b0107ea2b627cc43343d410d9c8fae1b3b9a5d8

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 2026-08-16T06:30:59.297886+00:00.

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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 2026-08-16T06:30:59.297886+00:00.

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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
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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 2026-08-16T06:30:59.297886+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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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
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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 2026-08-16T06:30:59.297886+00:00.

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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 2026-08-16T06:30:59.297886+00:00.

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

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

Reference 84

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

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

Reference 91

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

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

Reference 92

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

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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 2026-08-16T06:30:59.297886+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

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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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

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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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

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

Reference 2022

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

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

Reference 2023

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Reference 2024

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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