Paper Citation Record · LEDGER

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models

As of 7 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2506.10024.

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

pith.paper-citation-record.v1
2506.10024 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:27:08.713177Z

measured 41 of 41 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

41 of 41 outbound references displayed

verified exact1
verified fuzzy1
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b9dc32a8-a915-4667-9c26-b07ce689a5b7 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.589474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbb7081b-ae13-41a1-baba-3051ef067856 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.593030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c015f63-741d-4ed0-93b4-18965176f872 · outbound

This paper cites What Does it Mean for a Language Model to Preserve Privacy?.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models What Does it Mean for a Language Model to Preserve Privacy?

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.596267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed0b42c0-ffa6-419f-9492-0bda8402ea00 · outbound

This paper cites Quantifying Memorization Across Neural Language Models.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Quantifying Memorization Across Neural Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.600131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e17a30d-d2c8-437f-b07c-2e4fda100bd9 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:27:08.999225Z

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 e1a9a15f-427e-4db9-a2b3-5247f9942de2 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.607065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc48196c-3cee-4681-863d-7ff11dfdc8af · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.610390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d039dfbb-1351-4c27-869b-4fa661590064 · outbound

This paper cites A Primer on the Inner Workings of Transformer-based Language Models.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models A Primer on the Inner Workings of Transformer-based Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.613581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b75fca5b-326e-4ae7-8858-ce3673b718aa · outbound

This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.616895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b75a1d4-4a81-4306-bc78-658f78eb07c4 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.620162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc61b027-0294-4a7c-870b-7fb02e19acd1 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.623163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a385121f-b12a-4599-bdb5-706a9b3722cc · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.626411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a7e3e65-a8b6-4f72-950b-055f68123b58 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:27:08.985482Z

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 bcf9c450-0459-4f67-8e3b-e235fd0e9a4a · outbound

This paper cites Does Localization Inform Editing? Surprising Differences in Causality-Based Localization vs. Knowledge Editing in Language Models.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Does Localization Inform Editing? Surprising Differences in Causality-Based Localization vs. Knowledge Editing in Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.632097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c558bcf-6aec-4cec-bfb8-d7b346476f2c · outbound

This paper cites Choquette-Choo, Katherine Lee, and A.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Choquette-Choo, Katherine Lee, and A

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:27:08.976710Z

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 61372806-6f55-46a4-9a11-c503cde8ac6c · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.637689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f547eb8-a05e-4f47-8cf1-d47b9b8d525a · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:27:08.968028Z

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 7ef0bb2c-7928-4d3b-b991-9674774d98fc · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.643294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e08ef03-1728-415b-93fc-a6f8a056ee42 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.646153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6437b71d-d023-4dac-9fec-8cb9f101b811 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:27:08.954274Z

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 5b54a5db-7ad0-43ec-a0d9-78f5cc1e50af · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.651931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6784907f-c8c1-407e-abef-68fde3e7b9f6 · outbound

This paper cites Locating and Editing Factual Associations in GPT.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Locating and Editing Factual Associations in GPT

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.654774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d74a644-3f9e-44e3-8972-f80b3ee9e26c · outbound

This paper cites Mass-Editing Memory in a Transformer.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Mass-Editing Memory in a Transformer

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.657831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1002fa1-c702-4d0a-9a3b-9b5ee0c8f157 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.661161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdefaf2d-a447-4c19-8575-b77a5fa1032b · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.663862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e92c6079-a6dc-4663-a3d5-277c5b79f5c2 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:27:08.940509Z

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 af06dc7a-917d-484e-9372-6d4fab71de76 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.669863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d67f412f-dea9-41da-a64f-b9e7ba9a62bc · outbound

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

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Scalable Extraction of Training Data from (Production) Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.672911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16d6516d-a900-4ffa-8dd0-35bba36281f7 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.675818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae5877d8-53bf-4066-99ca-9d721a3e6ac0 · outbound

This paper cites Scaling Language Models: Methods, Analysis & Insights from Training Gopher.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Scaling Language Models: Methods, Analysis & Insights from Training Gopher

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.678807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00f4e8f0-3597-4cab-bc16-b0eedc9ebfed · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 31

Resolution: verified exact; doi, observed 2026-08-07T05:27:08.756309Z

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 00e59b4c-fdf8-4f07-8c71-66c14d54c3fa · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.684846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32cf3a32-2dd5-4d23-add2-207df50f282a · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.687752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8737dcd6-7e45-46ea-bb88-db536d326541 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.690543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a97bd68f-7a00-4baf-8b8e-5f15bab8878f · outbound

This paper cites Enhancing Data Privacy in Large Language Models through Private Association Editing.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Enhancing Data Privacy in Large Language Models through Private Association Editing

Reference 35

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T05:27:08.834151Z

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 32ec04fd-4ac2-4bba-ae58-e02266ab96f0 · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.696924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9124a9d7-bae7-4a7a-97e3-5b2af4063b4d · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:27:08.921681Z

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 b858588d-856d-4fb0-8f14-103b6e63c646 · outbound

This paper cites Large Language Model Unlearning.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Large Language Model Unlearning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.703297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e924512-12df-47fc-8c11-6819631dac3b · outbound

This paper cites an unresolved cited work.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.706380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1f2bd02-c3c3-44d9-8f4f-bd778f10760e · outbound

This paper cites online" 'onlinestring :=.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models online" 'onlinestring :=

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.709754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a79d54e1-cc5e-46e9-9f9a-422ceb61149a · outbound

This paper cites write newline.

Private Memorization Editing: Turning Memorization into a Defense to Strengthen Data Privacy in Large Language Models write newline

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:08.713177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.