Paper Citation Record · LEDGER

Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation?

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2502.11598.

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

pith.paper-citation-record.v1
2502.11598 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:45:38.642025Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T13:22:21.461189Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 57278f60-533c-49f6-9bee-c732c14d317c · inbound

Unified attacks to large language model watermarks: spoofing and scrubbing in unauthorized knowledge distillation cites this paper.

Unified attacks to large language model watermarks: spoofing and scrubbing in unauthorized knowledge distillation Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation?

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T10:45:38.642025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d0b48b0-9d99-492a-a3b3-71312958c0a9 · inbound

Invisible Tokens, Visible Bills: The Urgent Need to Audit Hidden Operations in Opaque LLM Services cites this paper.

Invisible Tokens, Visible Bills: The Urgent Need to Audit Hidden Operations in Opaque LLM Services Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation?

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:34:34.831678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5739a50d-a739-43de-99c6-0e82bdcef20d · inbound

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead cites this paper.

Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation?

Reference 272

Resolution: unresolved; no resolver link, observed 2026-08-06T21:36:46.611490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 263e2fde-3890-4ddb-b7b6-14f312089499 · inbound

OmniDPO: A Preference Optimization Framework to Address Omni-Modal Hallucination cites this paper.

OmniDPO: A Preference Optimization Framework to Address Omni-Modal Hallucination Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation?

Reference 53

Resolution: verified exact; local_arxiv, observed 2026-08-05T13:22:21.466946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b5641b17-97c5-4184-ba69-352b17a25db6 · inbound

Reference-Based Distillation Detection in LLMs cites this paper.

Reference-Based Distillation Detection in LLMs Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation?

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-14T17:39:28.270033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.