Paper Citation Record · LEDGER

Steganography Without Modification: Hidden Communication via LLM Seeds

As of 10 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2606.09135.

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

pith.paper-citation-record.v1
2606.09135 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T16:31:01.499103Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

46 of 46 outbound references displayed

verified exact4
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 27fb5c12-9c70-4b32-a132-f6ab3fe37d8a · outbound

This paper cites AKeigo/Llama3.1 StoryGeneration: Post-training llama-3.1-8b for story generation only (hugging face model card).https://huggingface.co/AKeigo/ Llama3.1_StoryGeneration, August 2025.

Steganography Without Modification: Hidden Communication via LLM Seeds AKeigo/Llama3.1 StoryGeneration: Post-training llama-3.1-8b for story generation only (hugging face model card).https://huggingface.co/AKeigo/ Llama3.1_StoryGeneration, August 2025

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f1601c0-cc0b-41f9-ac93-3a697d6cedfa · outbound

This paper cites At- tacks and remedies for randomness in AI: cryptanalysis of PHILOX and THREE- FRY.IACR Cryptol.

Steganography Without Modification: Hidden Communication via LLM Seeds At- tacks and remedies for randomness in AI: cryptanalysis of PHILOX and THREE- FRY.IACR Cryptol

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1458e204-ba49-4242-bde0-4be3563dbe27 · outbound

This paper cites Shim- mer: a provably secure steganography based on entropy collecting mechanism.

Steganography Without Modification: Hidden Communication via LLM Seeds Shim- mer: a provably secure steganography based on entropy collecting mechanism

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 567deadb-1b01-4f60-9d81-050921af1165 · outbound

This paper cites Fast- detectgpt: Efficient zero-shot detection of machine-generated text via conditional probability curvature.

Steganography Without Modification: Hidden Communication via LLM Seeds Fast- detectgpt: Efficient zero-shot detection of machine-generated text via conditional probability curvature

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cd6502f-70d9-4c7f-8963-9ba73cde7c7b · outbound

This paper cites Paterson, and Phillip Rogaway.

Steganography Without Modification: Hidden Communication via LLM Seeds Paterson, and Phillip Rogaway

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddbc08ca-0bd4-452e-8d34-6f464f9a94ba · outbound

This paper cites Algorithm substitution attacks from a steganographic perspective.

Steganography Without Modification: Hidden Communication via LLM Seeds Algorithm substitution attacks from a steganographic perspective

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c91583b7-275d-482c-b174-017d64f1cfc7 · outbound

This paper cites On the universal steganography of opti- mal rate.Inf.

Steganography Without Modification: Hidden Communication via LLM Seeds On the universal steganography of opti- mal rate.Inf

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de3ce371-6d60-4313-a3c2-1b52e44ad14d · outbound

This paper cites Dai and Zheng Cai.

Steganography Without Modification: Hidden Communication via LLM Seeds Dai and Zheng Cai

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 763b2b72-a350-41ee-9891-d798021d6660 · outbound

This paper cites Perfectly Secure Steganography Using Minimum Entropy Coupling.

Steganography Without Modification: Hidden Communication via LLM Seeds Perfectly Secure Steganography Using Minimum Entropy Coupling

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T01:27:31.281106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a8b0ba79-f3e1-460f-9e4c-1d6d4da8dc7b · outbound

This paper cites Discop: Provably secure steganography in practice based on ”distribution copies”.

Steganography Without Modification: Hidden Communication via LLM Seeds Discop: Provably secure steganography in practice based on ”distribution copies”

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 420df6bd-d96c-4a97-b108-5983a2177f0e · outbound

This paper cites an unresolved cited work.

Steganography Without Modification: Hidden Communication via LLM Seeds Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90874051-7b7a-4ee4-b258-07e5147bee2e · outbound

This paper cites Argyraki.

Steganography Without Modification: Hidden Communication via LLM Seeds Argyraki

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f615eaa-d99d-426b-9ac5-af4031829de1 · outbound

This paper cites llama.cpp: Inference of llama models in pure c/c++.https://github.

Steganography Without Modification: Hidden Communication via LLM Seeds llama.cpp: Inference of llama models in pure c/c++.https://github

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38ae325e-97de-420d-8193-fcaaf18124d0 · outbound

This paper cites The curious case of neural text degeneration.

Steganography Without Modification: Hidden Communication via LLM Seeds The curious case of neural text degeneration

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 717909ed-4b5b-4e07-a134-b8eefe9cae3c · outbound

This paper cites Transformers documentation.https://huggingface.co/docs/ transformers/en/index, 2025.

Steganography Without Modification: Hidden Communication via LLM Seeds Transformers documentation.https://huggingface.co/docs/ transformers/en/index, 2025

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e9e8216-5c42-42c9-8c7d-53f828721917 · outbound

This paper cites Cohen, and Xinghua Lu.

Steganography Without Modification: Hidden Communication via LLM Seeds Cohen, and Xinghua Lu

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7df903f1-dbb7-4a68-b2c1-e79dc6c8a0eb · outbound

This paper cites Jois, Gabrielle Beck, and Gabriel Kaptchuk.

Steganography Without Modification: Hidden Communication via LLM Seeds Jois, Gabrielle Beck, and Gabriel Kaptchuk

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a2f548d-3201-472a-9e57-d1de466053e6 · outbound

This paper cites Jois, Matthew Green, and Aviel D.

Steganography Without Modification: Hidden Communication via LLM Seeds Jois, Matthew Green, and Aviel D

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01922d35-52f6-4851-af1c-8ffc48e172c3 · outbound

This paper cites What percentage of new content is ai-generated?https://ahrefs.

Steganography Without Modification: Hidden Communication via LLM Seeds What percentage of new content is ai-generated?https://ahrefs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c5fe8ff-4a77-4e22-a99a-a5ea50b7bd4c · outbound

This paper cites Competition-Level Code Generation with AlphaCode.

Steganography Without Modification: Hidden Communication via LLM Seeds Competition-Level Code Generation with AlphaCode

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-07-03T01:27:31.285724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d07104fc-56b7-4ee6-a7ee-0cba7c3e303f · outbound

This paper cites A framework for designing provably secure steganography.

Steganography Without Modification: Hidden Communication via LLM Seeds A framework for designing provably secure steganography

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19459149-6c7b-4cab-8fe3-30f273fc5779 · outbound

This paper cites Prompt Pirates Need a Map: Stealing Seeds helps Stealing Prompts.

Steganography Without Modification: Hidden Communication via LLM Seeds Prompt Pirates Need a Map: Stealing Seeds helps Stealing Prompts

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-07-03T01:27:31.283475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 76631c3d-e3d5-463f-8879-5ecfa59e9011 · outbound

This paper cites Hidden in plain text: Emergence & mit- igation of steganographic collusion in llms.

Steganography Without Modification: Hidden Communication via LLM Seeds Hidden in plain text: Emergence & mit- igation of steganographic collusion in llms

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8107c4da-3a64-4c67-af75-defb9bda65ab · outbound

This paper cites Tro- janstego: Your language model can secretly be A steganographic privacy leaking agent.

Steganography Without Modification: Hidden Communication via LLM Seeds Tro- janstego: Your language model can secretly be A steganographic privacy leaking agent

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f7fe6ca-1b1e-4caf-86fa-3230fe5be301 · outbound

This paper cites Azure OpenAI in Microsoft Foundry Models – REST API Reference.https://learn.microsoft.com/en-us/azure/foundry/openai/ reference, 2026.

Steganography Without Modification: Hidden Communication via LLM Seeds Azure OpenAI in Microsoft Foundry Models – REST API Reference.https://learn.microsoft.com/en-us/azure/foundry/openai/ reference, 2026

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b37f3dea-4355-4366-aa3b-cfa12b271e51 · outbound

This paper cites Mistral API Reference – Chat Completion Endpoint.https://docs.

Steganography Without Modification: Hidden Communication via LLM Seeds Mistral API Reference – Chat Completion Endpoint.https://docs

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 854c925d-796a-4dda-9794-ef1e96b06c40 · outbound

This paper cites Cohen, and Mirella Lapata.

Steganography Without Modification: Hidden Communication via LLM Seeds Cohen, and Mirella Lapata

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75676523-4d43-48c7-892b-fec7879da41f · outbound

This paper cites an unresolved cited work.

Steganography Without Modification: Hidden Communication via LLM Seeds Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe4dd759-cfe0-4b17-93f1-94b315e964a0 · outbound

This paper cites an unresolved cited work.

Steganography Without Modification: Hidden Communication via LLM Seeds Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a261799-190c-4d7b-b89a-268815a2d2c7 · outbound

This paper cites Salmon, Mark A.

Steganography Without Modification: Hidden Communication via LLM Seeds Salmon, Mark A

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fb7eb88-9a09-4776-90ce-2dc9f2492acd · outbound

This paper cites Near-imperceptible neural linguistic steganography via self-adjusting arithmetic coding.

Steganography Without Modification: Hidden Communication via LLM Seeds Near-imperceptible neural linguistic steganography via self-adjusting arithmetic coding

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76e9beb0-0639-460a-9a86-e19b5adb2679 · outbound

This paper cites an unresolved cited work.

Steganography Without Modification: Hidden Communication via LLM Seeds Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7162ab9-2324-4e8c-ae2c-c4ad88679bc4 · outbound

This paper cites an unresolved cited work.

Steganography Without Modification: Hidden Communication via LLM Seeds Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8f3f136-be5a-42ae-aa3d-dcb135370fd4 · outbound

This paper cites Delving into: the quantification of Ai-generated content on the internet (synthetic data).

Steganography Without Modification: Hidden Communication via LLM Seeds Delving into: the quantification of Ai-generated content on the internet (synthetic data)

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-07-03T01:27:31.288172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation eabd806b-3b73-48f0-8471-f44e6bb6df4d · outbound

This paper cites Gomez, Lukasz Kaiser, and Illia Polosukhin.

Steganography Without Modification: Hidden Communication via LLM Seeds Gomez, Lukasz Kaiser, and Illia Polosukhin

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04d7e00b-e1d4-42b7-840a-b7dc06190b27 · outbound

This paper cites vLLM: A high-throughput and memory-efficient inference and serv- ing engine for llms.https://github.com/vllm-project/vllm, 2025.

Steganography Without Modification: Hidden Communication via LLM Seeds vLLM: A high-throughput and memory-efficient inference and serv- ing engine for llms.https://github.com/vllm-project/vllm, 2025

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1423516b-6fb3-4271-ac1a-d3789637a7c1 · outbound

This paper cites Sparsamp: Efficient provably secure steganog- raphy based on sparse sampling.

Steganography Without Modification: Hidden Communication via LLM Seeds Sparsamp: Efficient provably secure steganog- raphy based on sparse sampling

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07b16756-1153-485b-99ae-f4e39186206f · outbound

This paper cites Synchronization of acoustic signals for steganographic transmission.Sensors, 21(10):3379, 2021.

Steganography Without Modification: Hidden Communication via LLM Seeds Synchronization of acoustic signals for steganographic transmission.Sensors, 21(10):3379, 2021

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aad917e6-63ae-4278-95e5-774a3e212f2e · outbound

This paper cites Security-oriented steganographic payload allocation for multi-remote sensing images.Scientific Reports, 14(1):4826, February 2024.

Steganography Without Modification: Hidden Communication via LLM Seeds Security-oriented steganographic payload allocation for multi-remote sensing images.Scientific Reports, 14(1):4826, February 2024

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 977d627a-4a67-4466-9cbe-bc10a9f42a22 · outbound

This paper cites xAI REST API – OpenAPI Specification.https://docs.x.ai/openapi.

Steganography Without Modification: Hidden Communication via LLM Seeds xAI REST API – OpenAPI Specification.https://docs.x.ai/openapi

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed8067de-1e2a-4835-8fd1-adbd90d5fee9 · outbound

This paper cites Distinguishing llm-generated from human-written code by contrastive learning.ACM Trans.

Steganography Without Modification: Hidden Communication via LLM Seeds Distinguishing llm-generated from human-written code by contrastive learning.ACM Trans

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5aee8378-492f-4002-b214-99daff60674a · outbound

This paper cites Rnn-stega: Linguistic steganography based on recurrent neural networks.

Steganography Without Modification: Hidden Communication via LLM Seeds Rnn-stega: Linguistic steganography based on recurrent neural networks

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a44b784-fa4c-4df0-9a6f-2115d8a54e28 · outbound

This paper cites Young and Moti Yung.

Steganography Without Modification: Hidden Communication via LLM Seeds Young and Moti Yung

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd012a6f-89cc-4ebf-b490-1bb8bef9584a · outbound

This paper cites Young and Moti Yung.

Steganography Without Modification: Hidden Communication via LLM Seeds Young and Moti Yung

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 825cbb9e-1cfb-4adf-971e-c9a3092e5033 · outbound

This paper cites Provably Secure Generative Linguistic Steganography.

Steganography Without Modification: Hidden Communication via LLM Seeds Provably Secure Generative Linguistic Steganography

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-07-03T01:27:31.290785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bbeb7192-63d3-4ec9-9a37-ecc322f350d8 · outbound

This paper cites Ziegler, Yuntian Deng, and Alexander M.

Steganography Without Modification: Hidden Communication via LLM Seeds Ziegler, Yuntian Deng, and Alexander M

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-27T16:31:01.499103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.