Paper Citation Record · LEDGER

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings

As of 7 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2506.23145.

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

pith.paper-citation-record.v1
2506.23145 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:54:43.814514Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

verified exact1
verified fuzzy21
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation da64847d-70d8-43c6-b790-a3b9a8729087 · outbound

This paper cites Acosta, Guido J.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Acosta, Guido J

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.301960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation feac2450-003e-4caa-8bfb-55e0957f5b2c · outbound

This paper cites SciBERT: A Pretrained Language Model for Scientific Text.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings SciBERT: A Pretrained Language Model for Scientific Text

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T21:54:43.482841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e13f513-8277-4c9e-b19c-c2ce9a8f3720 · outbound

This paper cites Machine Unlearning.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Machine Unlearning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T21:54:43.583891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61512c45-d0a3-428c-b4a6-953773abb8fc · outbound

This paper cites Motives for withdrawal of participation in biobanking and participants’ willingness to allow linkages of their data.European Journal of Human Genetics, 30:1–11, 11 2021.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Motives for withdrawal of participation in biobanking and participants’ willingness to allow linkages of their data.European Journal of Human Genetics, 30:1–11, 11 2021

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.288566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 29d2ff04-8a82-409a-bf0c-7bb695e3704a · outbound

This paper cites Towards making systems forget with machine unlearning.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Towards making systems forget with machine unlearning

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.263508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ba7337e4-a43d-4081-90d2-a675f37ad0f8 · outbound

This paper cites Joint Modeling of Chest Radiographs and Radiology Reports for Pulmonary Edema Assessment.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Joint Modeling of Chest Radiographs and Radiology Reports for Pulmonary Edema Assessment

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T21:54:43.925048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f30d1237-0384-4956-a023-c29817b03457 · outbound

This paper cites Multidelete for multimodal machine unlearning, 2024.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Multidelete for multimodal machine unlearning, 2024

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.248039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1cb3c6b9-24c6-46ed-a655-42664f8446b5 · outbound

This paper cites Can bad teaching induce forgetting? unlearning in deep networks using an incom- petent teacher, 2023.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Can bad teaching induce forgetting? unlearning in deep networks using an incom- petent teacher, 2023

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.227796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ef3ba560-d54c-49b4-822d-0936d853969c · outbound

This paper cites A guide to the california consumer privacy act of 2018.SSRN Electronic Journal, 2018.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings A guide to the california consumer privacy act of 2018.SSRN Electronic Journal, 2018

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.211818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d0175a00-b21d-4a01-8c6d-228c37a6c065 · outbound

This paper cites An Information Theoretic Approach to Machine Unlearning.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings An Information Theoretic Approach to Machine Unlearning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T21:54:43.698655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df6a8472-27ce-451d-9f12-3e37fa7c3372 · outbound

This paper cites Towards Adversarial Evaluations for Inexact Machine Unlearning.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Towards Adversarial Evaluations for Inexact Machine Unlearning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T21:54:43.704896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bbbe82c-4f86-4916-bb51-75fe787a9eaa · outbound

This paper cites Mixed-privacy forgetting in deep networks, 2021.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Mixed-privacy forgetting in deep networks, 2021

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.196972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 10b571bd-8945-401b-9361-8a403088123a · outbound

This paper cites Amnesiac machine learning, 2020.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Amnesiac machine learning, 2020

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.183111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9c662250-3b55-41bb-badf-686be7d2f609 · outbound

This paper cites Fusion of medical imaging and electronic health records using deep learning: a systematic review and implementation guidelines.npj Digital Medicine, 3, 12 2020.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Fusion of medical imaging and electronic health records using deep learning: a systematic review and implementation guidelines.npj Digital Medicine, 3, 12 2020

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.162535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dcec1323-8d10-4acc-ab5c-a97ea76c8ed9 · outbound

This paper cites Mimic-CXR, a de- identified publicly available database of chest radiographs with free-text reports.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Mimic-CXR, a de- identified publicly available database of chest radiographs with free-text reports

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.149532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5b41400f-0fa4-43ed-8ec6-0fc7b73fc759 · outbound

This paper cites Kravets and V.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Kravets and V

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.134212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 18a9138d-2064-43e5-bbf6-1a57baedbb88 · outbound

This paper cites Towards unbounded machine unlearning, 2023.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Towards unbounded machine unlearning, 2023

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.121709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 00117a08-7163-43c2-8b23-5b607a1a5c17 · outbound

This paper cites Single image unlearning: Efficient machine unlearning in multimodal large language models, 2024.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Single image unlearning: Efficient machine unlearning in multimodal large language models, 2024

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.109056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cfda4b7f-a4db-4a9e-a7aa-3c916d393753 · outbound

This paper cites The EU proposal for a general data protection regulation and the roots of the ‘right to be forgotten’.Computer Law & Security Review, 29(3):229–235, 2013.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings The EU proposal for a general data protection regulation and the roots of the ‘right to be forgotten’.Computer Law & Security Review, 29(3):229–235, 2013

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.094094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 63dc225e-ecc7-4064-9197-313dc07bfe4a · outbound

This paper cites an unresolved cited work.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:54:44.077276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1e1c723f-5450-4646-b363-0f2986f09c42 · outbound

This paper cites Deep learning models are not robust against noise in clinical text.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Deep learning models are not robust against noise in clinical text

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:54:43.867208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b9e23e95-7dc6-43ec-ab10-da5af5d8f689 · outbound

This paper cites Announcement: Privacy commis- sioner seeks federal court determination on key issue for canadians’ online reputation, Oct 2018.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Announcement: Privacy commis- sioner seeks federal court determination on key issue for canadians’ online reputation, Oct 2018

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.063249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ee59f92d-4df4-4082-9f35-5774466981ca · outbound

This paper cites Integrating mul- timodal information in large pretrained transformers.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Integrating mul- timodal information in large pretrained transformers

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.046385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0bcd2805-ed3f-426c-a519-52f80a7d73b9 · outbound

This paper cites DeepClean: Machine unlearning on the cheap by resetting privacy sensitive weights using the fisher diagonal, 2024.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings DeepClean: Machine unlearning on the cheap by resetting privacy sensitive weights using the fisher diagonal, 2024

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.031357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 19a8ea3f-2ff0-4070-b2bd-0e705260529b · outbound

This paper cites Are we making progress in unlearning? findings from the first NeurIPS unlearning competition, 2024.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Are we making progress in unlearning? findings from the first NeurIPS unlearning competition, 2024

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.017798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 21c31af2-0114-4181-b83a-6c41878431a5 · outbound

This paper cites Machine unlearning: A comprehensive survey, 2024.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings Machine unlearning: A comprehensive survey, 2024

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:44.003469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0b2df162-396e-4879-86bf-73afe3922dcf · outbound

This paper cites DeltaGrad: Rapid retraining of machine learning models.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings DeltaGrad: Rapid retraining of machine learning models

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:43.988407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0487d627-5668-48f4-8311-717c9ebb88e0 · outbound

This paper cites A unified method to revoke the private data of patients in intelligent healthcare with audit to forget.Nature Communications, 14(1), 2023.

Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings A unified method to revoke the private data of patients in intelligent healthcare with audit to forget.Nature Communications, 14(1), 2023

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:54:43.970957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.