Paper Citation Record · LEDGER

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning

As of 11 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2501.11525.

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

pith.paper-citation-record.v1
2501.11525 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T18:15:38.445457Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

40 of 40 outbound references displayed

verified exact2
verified fuzzy29
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6741f2af-dcd4-486a-a7cd-ea8884fa220c · outbound

This paper cites Member- ship inference attacks on machine learning: A survey.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Member- ship inference attacks on machine learning: A survey

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:39.205217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0e0785d8-eb2d-44a1-bc2f-c0815eaff56d · outbound

This paper cites Mem- bership inference attacks from first principles.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Mem- bership inference attacks from first principles

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:39.181824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 54236465-530d-4ab0-ac28-2c4367d11124 · outbound

This paper cites Learning multiple layers of features from tiny images.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Learning multiple layers of features from tiny images

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:39.157632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d523d7e5-e843-4251-a7e3-f11517700135 · outbound

This paper cites Deep Residual Learning for Image Recognition.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Deep Residual Learning for Image Recognition

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T18:15:38.246317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9871806-aa2f-454d-b85f-e7360de31fe7 · outbound

This paper cites Decay happens: the role of active forgetting in memory.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Decay happens: the role of active forgetting in memory

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:39.137553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 83f2276f-8e7e-4b15-b113-2aefd8306519 · outbound

This paper cites Towards a cognitive and neurobiological model of moti- vated forgetting.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Towards a cognitive and neurobiological model of moti- vated forgetting

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:39.120133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f913520a-03a5-4d63-9c88-fce4d814af95 · outbound

This paper cites Memory editing from science fiction to clinical practice.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Memory editing from science fiction to clinical practice

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:39.100779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b5a846bf-c3be-4bd7-b07c-cf34151f6b63 · outbound

This paper cites First draft of a report on the edvac.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning First draft of a report on the edvac

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:39.080345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 07d40bce-2e3e-488e-866f-7fccd89531ac · outbound

This paper cites Der rechenmaschinenspeicher als ged¨ achtnis: Einfl¨ usse der neurophys- iologie auf den rechnerbau in den vierziger jahren.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Der rechenmaschinenspeicher als ged¨ achtnis: Einfl¨ usse der neurophys- iologie auf den rechnerbau in den vierziger jahren

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:39.060710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e1470e5a-28e6-49c5-9cdc-e5650e8f1a6e · outbound

This paper cites Remembering jan rajchman and the origins of electronic memory, 2015.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Remembering jan rajchman and the origins of electronic memory, 2015

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:39.042360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4e543143-9fb6-4305-a745-85313a0a1938 · outbound

This paper cites Selecting metaphoric terminology for the computer industry.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Selecting metaphoric terminology for the computer industry

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:39.022525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 30ec1a66-ad97-47cf-8339-72415c58c5dd · outbound

This paper cites Attention is all you need.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Attention is all you need

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T18:15:38.293372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 668fa43f-3516-46cd-9cc3-f53d7097a4e7 · outbound

This paper cites Recontextualizing anthropomor- phic metaphors in organization studies: The pathology of organizational insomnia.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Recontextualizing anthropomor- phic metaphors in organization studies: The pathology of organizational insomnia

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.988785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 24e4388b-8af5-4cac-945d-365a2b4445d8 · outbound

This paper cites Constructing the source: Metaphor as a discourse strategy.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Constructing the source: Metaphor as a discourse strategy

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.964605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 23b1dd03-5b4a-4062-a08f-2808466dab04 · outbound

This paper cites Parole de machines.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Parole de machines

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.943672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 55e9e99d-012e-4fb1-9744-bcb1e2f767fc · outbound

This paper cites Intentional Forgetting.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Intentional Forgetting

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-10T18:15:38.571533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 13fe9276-1c48-48b4-9172-7067d8583bce · outbound

This paper cites Automatic, selective and secure deletion of digital evidence.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Automatic, selective and secure deletion of digital evidence

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.924605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d1469e1c-2591-4535-b934-30d8a15e205b · outbound

This paper cites Extracting training data from large language models.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Extracting training data from large language models

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.907197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 850f9959-2709-4e08-bc81-929fabec0c56 · outbound

This paper cites Scalable Extraction of Training Data from (Production) Language Models.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Scalable Extraction of Training Data from (Production) Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T18:15:38.329339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a599a52-4132-4090-afae-5ec31f3a804c · outbound

This paper cites Opinion 28/2024 on certain data protection aspects related to the processing of personal data in the context of ai models, 2024.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Opinion 28/2024 on certain data protection aspects related to the processing of personal data in the context of ai models, 2024

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.890729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f3995cce-49dd-4ef9-bab4-80942f259471 · outbound

This paper cites Humans forget, machines remember: Artificial intelligence and the right to be forgotten.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Humans forget, machines remember: Artificial intelligence and the right to be forgotten

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.873375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 407516a8-de40-42c6-86a9-d643ddd526b1 · outbound

This paper cites Language models are unsupervised multitask learners.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Language models are unsupervised multitask learners

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T18:15:38.344469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df520efa-7b8c-4f0d-a858-d93acf73f22b · outbound

This paper cites Remembering: A phenomenological study.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Remembering: A phenomenological study

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.845508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5f3a1da5-bb00-4bdf-bfa7-1210530b213d · outbound

This paper cites New directions in the philosophy of memory.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning New directions in the philosophy of memory

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.829577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 514dae0e-1e5a-4df0-9b8f-420ffee7b1b5 · outbound

This paper cites The cognitive neuroscience of constructive memory: remembering the past and imagining the future.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning The cognitive neuroscience of constructive memory: remembering the past and imagining the future

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.812533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5f2d87bf-3e30-4065-bac4-aca0a71baa65 · outbound

This paper cites Divided attention and indirect memory tests.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Divided attention and indirect memory tests

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.795056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 98956ac5-f15b-4759-ba98-005fa8f8150d · outbound

This paper cites an unresolved cited work.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:15:38.774897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5fb5469f-425d-4708-b7ff-69c6ffe814c2 · outbound

This paper cites Amnesiac machine learning.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Amnesiac machine learning

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.758171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 34aa2e34-e4f6-421b-b4d6-5c0b1197acb4 · outbound

This paper cites Choquette-Choo, Hengrui Jia, Adelin Travers, Baiwu Zhang, David Lie, and Nicolas Papernot.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Choquette-Choo, Hengrui Jia, Adelin Travers, Baiwu Zhang, David Lie, and Nicolas Papernot

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.741506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 952cc2dd-965b-4770-9cee-cc936774465f · outbound

This paper cites Brendan McMahan, Ilya Mironov, Kunal Talwar, and Li Zhang.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Brendan McMahan, Ilya Mironov, Kunal Talwar, and Li Zhang

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.724725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 377eb813-055f-41c0-8b71-07edc00dcfd7 · outbound

This paper cites Differential privacy defenses and sampling attacks for membership inference.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Differential privacy defenses and sampling attacks for membership inference

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.706673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a244bffd-4fc5-41a0-92ee-0bef43b35413 · outbound

This paper cites On the Vulnerability of Data Points under Multiple Membership Inference Attacks and Target Models.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning On the Vulnerability of Data Points under Multiple Membership Inference Attacks and Target Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T18:15:38.399916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b523de5d-3001-4c9b-84d8-5c54dbe270c6 · outbound

This paper cites The privacy onion effect: Memorization is relative.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning The privacy onion effect: Memorization is relative

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.688732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2b9d8845-52c3-46a0-bb19-d9b4a3d13eb7 · outbound

This paper cites Evaluations of machine learning privacy defenses are misleading.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Evaluations of machine learning privacy defenses are misleading

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.670406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8a45a3f9-2ee6-465d-b1b3-1785f2ea3ff0 · outbound

This paper cites an unresolved cited work.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:15:38.651747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a4565057-01a1-43d7-8571-79431511068c · outbound

This paper cites Why Train More? Effective and Efficient Membership Inference via Memorization.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Why Train More? Effective and Efficient Membership Inference via Memorization

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-10T18:15:38.511623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5572a75b-e8e4-41c7-bfc7-2c2d1780c3ff · outbound

This paper cites Smooth sensitivity and sampling in private data analysis.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Smooth sensitivity and sampling in private data analysis

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.635216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 58a02e50-b426-4b90-a5a8-d5ff9ede46d4 · outbound

This paper cites Pytorch: An imperative style, high-performance deep learning library.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Pytorch: An imperative style, high-performance deep learning library

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T18:15:38.435195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a0174e3-8c47-441e-ac8e-807dda42f14a · outbound

This paper cites Low-Cost High-Power Membership Inference Attacks.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Low-Cost High-Power Membership Inference Attacks

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T18:15:38.440238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebb339cc-4084-4ff3-ab6e-a2931f50cd4e · outbound

This paper cites Evaluations of machine learning privacy defenses are misleading.

Technical Report for the Forgotten-by-Design Project: Targeted Obfuscation for Machine Learning Evaluations of machine learning privacy defenses are misleading

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:15:38.608322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.