Paper Citation Record · LEDGER

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models

As of 15 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 2 inbound Pith citation observations for arXiv:2412.11043.

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

pith.paper-citation-record.v1
2412.11043 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T15:26:11.473408Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T14:29:56.094316Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T05:30:23.456663Z

Reference resolution

23 of 23 outbound references displayed

verified exact1
verified fuzzy0
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

0
pith, observed 2026-08-10T05:30:23.456663Z

Outbound references

Observation a73f7fcc-42a3-42be-a772-37980b979799 · outbound

This paper cites an unresolved cited work.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:26:12.434117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 735dc26c-1b73-456e-b93c-c3b2617dba34 · outbound

This paper cites Towards Near-imperceptible Steganographic Text.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Towards Near-imperceptible Steganographic Text

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-11T15:26:12.347416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 15d5a7d2-81c2-437c-b1c1-c46228c01ae0 · outbound

This paper cites Perfectly Secure Steganography Using Minimum Entropy Coupling.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Perfectly Secure Steganography Using Minimum Entropy Coupling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.387684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32b8f917-d4f9-4ca9-8b64-1717f8b9d3e7 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.391761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c156281-12d1-4e1e-b450-2f8c64c71e78 · outbound

This paper cites distribution copies.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models distribution copies

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.396029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 460ac3cf-4a9d-478c-923b-7aa307d4043c · outbound

This paper cites an unresolved cited work.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.399611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a0d8675-7067-4b01-b183-c19128168060 · outbound

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

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Jois, Matthew Green, and Aviel D

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.404079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b32ca37e-624a-4223-ba43-01339a5d37d7 · outbound

This paper cites an unresolved cited work.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:26:12.415239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b4d9546f-2400-4e07-8dd0-498338b6ea1e · outbound

This paper cites an unresolved cited work.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.411239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a1c1e7b-6d23-4bff-9bdb-f8ccfde93c47 · outbound

This paper cites an unresolved cited work.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.415124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 828a76b4-1405-403d-955f-6a97cbecd07b · outbound

This paper cites an unresolved cited work.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:26:12.396513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 10f07e1b-b3a2-4a45-82ec-0d79ee6e235f · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.423033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d11fb446-458a-40df-a07c-2f488143c2d5 · outbound

This paper cites an unresolved cited work.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.426888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d513ccf-e620-4466-9e3f-82881fc785e2 · outbound

This paper cites an unresolved cited work.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:26:12.381966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 064e8110-47e6-4d8e-8366-c124829144a2 · outbound

This paper cites an unresolved cited work.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.433877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ff6b34d-b05a-471a-8905-3b55c1dc4631 · outbound

This paper cites an unresolved cited work.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Unresolved cited work

Reference 16

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T15:26:11.851369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 81edc22c-33ff-43e0-9f9e-5795e6a654f8 · outbound

This paper cites an unresolved cited work.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.444154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a46232e6-60b9-4641-b99b-0e0d0098546e · outbound

This paper cites an unresolved cited work.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Unresolved cited work

Reference 20

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T15:26:11.691642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c616faec-7516-4353-97ef-c39234c2fdbd · outbound

This paper cites an unresolved cited work.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.458736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc5c519e-e251-4481-9bd0-4af0547cbde8 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models BERTScore: Evaluating Text Generation with BERT

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.462169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e1811a8-1651-4d10-9b62-967cfed5f5c0 · outbound

This paper cites Neural Linguistic Steganography.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models Neural Linguistic Steganography

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.465845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 774d33e9-bca7-4b57-9ced-69c695043de5 · outbound

This paper cites URL: " 'urlintro :=.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models URL: " 'urlintro :=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.469526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5af4c3e6-5213-48d9-8919-ea62835d636d · outbound

This paper cites write newline.

Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models write newline

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T15:26:11.473408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4791619e-2736-4bbc-b9f9-ffd876ee8fc7 · inbound

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes cites this paper.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T14:29:56.094316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3297226-d18c-47d4-9eca-d43fce722f3f · inbound

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology cites this paper.

Robust Model Reconstruction Based on the Topological Understanding of Point Clouds Using Persistent Homology Semantic Steganography: A Framework for Robust and High-Capacity Information Hiding using Large Language Models

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-06T10:19:13.863139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.