Paper Citation Record · LEDGER

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models

As of 8 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2507.04478.

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

pith.paper-citation-record.v1
2507.04478 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:48:56.552886Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

13 of 13 outbound references displayed

verified exact1
verified fuzzy7
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6ea55d67-c336-4e53-831c-47d55a3e9ae5 · outbound

This paper cites Extracting Training Data from Large Language Models.

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models Extracting Training Data from Large Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:55.141023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 597f18c2-56d7-4158-b92b-f09acb00c2c0 · outbound

This paper cites Model Inversion Attacks: A Survey of Approaches and Countermeasures,.

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models Model Inversion Attacks: A Survey of Approaches and Countermeasures,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:55.240869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c107f561-67d9-45fc-ad51-fb13159e08c6 · outbound

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

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models Scalable Extraction of Training Data from (Production) Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:55.363903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b2d1147-c92b-41fe-acdd-c1a00d01c9a7 · outbound

This paper cites Language Model Inver- sion,.

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models Language Model Inver- sion,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:48:58.584736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 002dffbf-7482-411f-8fe9-35d82240135b · outbound

This paper cites Llama 3.2: A Lightweight Multilingual Language Model,.

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models Llama 3.2: A Lightweight Multilingual Language Model,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:48:58.336090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 28bb905b-81d3-460b-961e-9c197511139a · outbound

This paper cites Homoclinic Floer homology via direct limits.

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models Homoclinic Floer homology via direct limits

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:55.756240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e67ffde6-b981-4c1c-9454-084ffeb45128 · outbound

This paper cites OW ASP API Security Top 10,.

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models OW ASP API Security Top 10,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:48:58.109715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cd39f2be-256d-40e8-b09c-2ee1849a6fac · outbound

This paper cites Goodman, R.

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models Goodman, R

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:48:57.912182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 93dcc57f-5621-45ee-8ea4-182fae0f458f · outbound

This paper cites Auditing Data Provenance in Text-Generation Models.

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models Auditing Data Provenance in Text-Generation Models

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:48:57.679292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 82ceff5e-168d-42f9-b42a-906337200a5d · outbound

This paper cites Language Models are Few-Shot Learners.

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models Language Models are Few-Shot Learners

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:56.143000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efe9dfe5-30c3-43ad-975d-aa59bf493f29 · outbound

This paper cites Learning Differentially Private Language Models Without Losing Accu- racy.

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models Learning Differentially Private Language Models Without Losing Accu- racy

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:48:57.346043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 98d9bda3-8bc3-4567-9ae9-f593a17a2bc2 · outbound

This paper cites Does Learning Require Memorization? A Short Tale About a Long Tail.

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models Does Learning Require Memorization? A Short Tale About a Long Tail

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:48:57.070915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f154be44-4557-4e28-b309-886948e62838 · outbound

This paper cites Statistics of noninteracting many-body fermionic states: The question of a many-body mobility edge.

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models Statistics of noninteracting many-body fermionic states: The question of a many-body mobility edge

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-06T19:48:56.771644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.