Paper Citation Record · LEDGER

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills

As of 22 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2608.03700.

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

pith.paper-citation-record.v1
2608.03700 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:30:09.121315Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

17 of 17 outbound references displayed

verified exact0
verified fuzzy1
unresolved14
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0349bfb7-825b-4302-9dda-4600ac7a0175 · outbound

This paper cites an unresolved cited work.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:30:12.143106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9e61f642-de27-47b7-88ae-12312826e95e · outbound

This paper cites COLLEAGUE.SKILL: Automated AI Skill Generation via Expert Knowledge Distillation.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills COLLEAGUE.SKILL: Automated AI Skill Generation via Expert Knowledge Distillation

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T14:30:09.307267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation edfd5854-6cd2-473d-a48c-0fa167801bc2 · outbound

This paper cites an unresolved cited work.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:30:11.704751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6f31296d-7234-4af0-a680-7cf5db1818cc · outbound

This paper cites an unresolved cited work.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:30:11.939116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 596d18cd-a4e0-4200-9546-0476538bd50f · outbound

This paper cites an unresolved cited work.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:30:11.333367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5b944be7-27dc-414a-9b85-3c0427644094 · outbound

This paper cites an unresolved cited work.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:30:11.496538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ad04b50b-0f27-4d68-bca2-3f76a58f504c · outbound

This paper cites an unresolved cited work.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:30:10.974284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 238c6653-8d1e-4346-b32a-158147e94229 · outbound

This paper cites an unresolved cited work.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:30:11.149917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5d10b419-60c9-471f-9a8d-680f073ba31f · outbound

This paper cites an unresolved cited work.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:30:10.678583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ca1d19af-b79a-44a1-898b-6c007f07fb23 · outbound

This paper cites an unresolved cited work.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:30:10.852173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6333e84f-431f-432d-9c4a-7086f7fc0db7 · outbound

This paper cites an unresolved cited work.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:30:10.340159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 150fd4f8-f9f7-46f7-8b1e-f4829134ac2d · outbound

This paper cites an unresolved cited work.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:30:10.475541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ce6de5d3-4280-41db-bda8-c57a15e7d8e3 · outbound

This paper cites an unresolved cited work.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:30:09.990257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c8e5e132-0a23-47a1-ae64-a07dec4d3f40 · outbound

This paper cites an unresolved cited work.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:30:10.185430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3b7de98e-e874-4c8b-a22c-e6816535c79f · outbound

This paper cites What’s interesting is.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills What’s interesting is

Reference 16

Resolution: malformed identifier; raw_fallback, observed 2026-08-05T14:30:09.824446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0b232d89-3f92-4ee1-9eec-cca1d05812f8 · outbound

This paper cites Each experi- mental configuration was executed once for each of the 50 characters.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Each experi- mental configuration was executed once for each of the 50 characters

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:30:09.700580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c2d1b424-0ced-4e94-a008-82251802844c · outbound

This paper cites Xiang, Y.; Hong, Z.; Yao, L.; Wang, D.; and Liu, T.

When Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills Xiang, Y.; Hong, Z.; Yao, L.; Wang, D.; and Liu, T

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-05T14:30:07.632563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.