Paper Citation Record · LEDGER

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts

As of 17 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 4 inbound Pith citation observations for arXiv:2506.22343.

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

pith.paper-citation-record.v1
2506.22343 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:15:06.260547Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:55:29.472023Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T21:58:58.342979Z

Reference resolution

48 of 48 outbound references displayed

verified exact1
verified fuzzy19
unresolved28
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6a76a23e-8ccf-4d35-9044-3939806ad565 · outbound

This paper cites Aaronson.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Aaronson

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:12.083007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 24f68001-7d78-45ae-ace7-e7a49e9c5845 · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:11.922543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6f96d272-40be-4bae-99e4-760cb4dac358 · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts On the Opportunities and Risks of Foundation Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:02.882803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19897a03-f3ad-4bc9-8a37-0dd6cf82011f · outbound

This paper cites Brown, B.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Brown, B

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:11.756010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2c9c8560-658a-45cb-ba75-af0e4e6ead44 · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:11.608700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 16ab0b5f-3d4f-4f1e-87e4-e350db3b4e11 · outbound

This paper cites Cohan, F.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Cohan, F

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:11.429081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5656937d-883b-42bd-a7ed-a8fbd480a183 · outbound

This paper cites Under the Surface: Tracking the Artifactuality of LLM-Generated Data.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Under the Surface: Tracking the Artifactuality of LLM-Generated Data

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:03.169756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13072b1a-af73-4d0c-b8a7-4702f5915f6f · outbound

This paper cites Dathathri, A.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Dathathri, A

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:11.276219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c37e4ff6-8b78-4340-beda-d50e9989541d · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:11.090929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2972827a-4982-4da9-a063-134b7b00cd2b · outbound

This paper cites Donoho and J.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Donoho and J

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:10.955911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e9e61cff-c0aa-491f-84a8-3036689b98b7 · outbound

This paper cites The Llama 3 Herd of Models.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts The Llama 3 Herd of Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:03.450336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2416642-7c70-4318-9735-8ce25696bd32 · outbound

This paper cites Dugan, D.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Dugan, D

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:10.810599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1924ca3e-9bfb-4f9d-8d22-ffa7aef69c15 · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:10.657197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a42cc0ec-72ad-4d6b-8461-2e1c7871a544 · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:10.524344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c4743e49-85cc-41d8-b050-514f746092fa · outbound

This paper cites Kirchenbauer, J.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Kirchenbauer, J

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:10.383382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 37c7002e-f2f4-4d23-9d9c-1adec0796975 · outbound

This paper cites Kirchenbauer, J.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Kirchenbauer, J

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:10.220922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f0e1e2e7-68d4-48bf-9abf-bac8102afd69 · outbound

This paper cites Kuditipudi, J.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Kuditipudi, J

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:10.003787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9dbc5f79-7053-41b4-8e8e-d24497c872df · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:09.742084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b6460687-b175-436e-b6e1-4fddee891072 · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:09.563040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f0751254-3b24-4f04-83a9-df8824f460c0 · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:09.388160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d7491183-8dff-4b7c-bf04-182b903bfd16 · outbound

This paper cites Liang, Z.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Liang, Z

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:09.221742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 56f5316d-25ca-49d5-b0f6-30cf19b46db0 · outbound

This paper cites Milano, J.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Milano, J

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:09.052357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c44107d3-66ac-4d1d-a799-9bcd03a84e02 · outbound

This paper cites ChatGPT: Optimizing language models for dialogue.http://web.archive.org/web/ 20230109000707/https://openai.com/blog/chatgpt/, Jan 2023.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts ChatGPT: Optimizing language models for dialogue.http://web.archive.org/web/ 20230109000707/https://openai.com/blog/chatgpt/, Jan 2023

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:08.883603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f1e74f5c-4983-4ebd-8c14-fcfe7461223c · outbound

This paper cites Mark My Words: Analyzing and Evaluating Language Model Watermarks.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Mark My Words: Analyzing and Evaluating Language Model Watermarks

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:04.532162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3154959-cbaa-406a-ab62-ff201575d905 · outbound

This paper cites Radford, J.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Radford, J

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:04.585642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04a310d4-e7cb-4dbe-aa0c-414123e8f13d · outbound

This paper cites Radford, J.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Radford, J

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:04.648720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65abf6ee-f455-411e-ba2f-eef3105430e3 · outbound

This paper cites Raffel, N.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Raffel, N

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:08.674921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dbf439ea-48c6-4185-ba0a-d56b3a0d2603 · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:08.537228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c842f18b-488a-4763-b638-83ff923ad6a2 · outbound

This paper cites Starbird.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Starbird

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:08.388074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2ad960ca-489d-4008-a3ed-f87f52489eb0 · outbound

This paper cites Thomas and A.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Thomas and A

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:08.241763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7f293ceb-2336-480a-a19f-32f97663a8c4 · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:05.137592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9024cffe-f026-4e51-9cc9-e8ca8c7d1f60 · outbound

This paper cites Vaswani, N.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Vaswani, N

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:05.207614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 894d3a56-a9a2-40a8-8048-445b4ad7fddb · outbound

This paper cites Virtanen, R.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Virtanen, R

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:08.047711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e7c7955c-5a08-4c7a-8b92-a1c2dd34f988 · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:07.837322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7971e2e9-3ffd-4900-8e58-3c6c7103c166 · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:07.652036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2cc5b198-57ae-4389-aa71-b8edc14f743b · outbound

This paper cites A Resilient and Accessible Distribution-Preserving Watermark for Large Language Models.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts A Resilient and Accessible Distribution-Preserving Watermark for Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:05.489390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22bb54c8-7c40-4e9f-9e8d-38523ec25443 · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:07.489425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6c7be41c-6573-49ce-911c-14aee71ce202 · outbound

This paper cites Debiasing Watermarks for Large Language Models via Maximal Coupling.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Debiasing Watermarks for Large Language Models via Maximal Coupling

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:05.624482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adff9e95-8cf0-47e8-a5e9-b2f5b4acb1e9 · outbound

This paper cites Measuring Human Contribution in AI-Assisted Content Generation.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Measuring Human Contribution in AI-Assisted Content Generation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:05.713279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a70eb8c1-61be-48a9-affa-bcb3b054276c · outbound

This paper cites Zhang, C.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Zhang, C

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:07.287307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f1a98e19-4529-4fa0-a623-fbab8fc95971 · outbound

This paper cites OPT: Open Pre-trained Transformer Language Models.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts OPT: Open Pre-trained Transformer Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:05.835530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e35df4ee-3f0c-4fd6-8c7d-a80cff16f09a · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:07.108822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 78a2bc26-d657-4e79-8723-34d83bc39bfb · outbound

This paper cites Permute-and-Flip: An optimally stable and watermarkable decoder for LLMs.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Permute-and-Flip: An optimally stable and watermarkable decoder for LLMs

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T22:15:05.948706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdb8da1f-d552-4eab-9303-ab7ae651dfe4 · outbound

This paper cites Efficiently Identifying Watermarked Segments in Mixed-Source Texts.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Efficiently Identifying Watermarked Segments in Mixed-Source Texts

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:15:06.386529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cb7f88ce-41cd-4fb9-8884-14f84f6d13bb · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:06.970688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bcee6c46-c4c4-458e-9b1f-b4f5aece4ed0 · outbound

This paper cites 1 n nX t=1 pt(ε) # 1 −.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts 1 n nX t=1 pt(ε) # 1 −

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:06.817578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c3f2be24-d458-49db-b6e8-5b8854959f21 · outbound

This paper cites an unresolved cited work.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:15:06.683942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 187fa63b-3e63-45a6-8101-13c7f590e755 · outbound

This paper cites scipy.optimize.minimize.

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts scipy.optimize.minimize

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:15:06.569266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation 42409fa4-9ead-44bf-97ed-5ff3abbc5eb6 · inbound

Fast segmentation of watermarked texts from large language models through an epidemic change-point framework cites this paper.

Fast segmentation of watermarked texts from large language models through an epidemic change-point framework Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T15:55:29.472023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e770400-11cc-4a77-9d11-3eb35f236cb8 · inbound

Fundamental Trade-Offs in Multi-Bit Watermarking of Stochastic Processes cites this paper.

Fundamental Trade-Offs in Multi-Bit Watermarking of Stochastic Processes Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:51:48.781607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 28686dd7-17f4-48af-9701-bd0d79831a01 · inbound

Sample Complexities of Estimating Gumbel--Max Watermark Proportions with and without Reduction to Pivotal Statistics cites this paper.

Sample Complexities of Estimating Gumbel--Max Watermark Proportions with and without Reduction to Pivotal Statistics Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-02T16:47:09.008775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b6df722e-9f45-4955-8774-5f9925b44e93 · inbound

Sample Complexities of Estimating Gumbel--Max Watermark Proportions with and without Reduction to Pivotal Statistics cites this paper.

Sample Complexities of Estimating Gumbel--Max Watermark Proportions with and without Reduction to Pivotal Statistics Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-03T21:58:58.344421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.