Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes | Paper Citation Record

Observation fad9d68c-72b2-4fd2-bb1e-256e83234ca7 · outbound

This paper cites On the limits of steganography,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes On the limits of steganography,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:57.482558Z

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 933af9aa-700a-4fb2-9bd6-366c648d0990 · outbound

This paper cites an unresolved cited work.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:29:57.469220Z

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 40106b65-0c0a-4a56-8f48-b54d4d025feb · outbound

This paper cites Hide and seek: An introduction to steganography,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Hide and seek: An introduction to steganography,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:57.454795Z

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 ec0a1c63-2f18-4ecf-9b3c-cf3dcd2351ba · outbound

This paper cites The prisoners’ problem and the subliminal channel,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes The prisoners’ problem and the subliminal channel,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:57.441015Z

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 0e8e5890-2ccc-4bf0-9c0d-bf7b9eeb395d · outbound

This paper cites The hiding virtues of ambiguity: quantifiably resilient watermarking of natural language text through synonym substitutions,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes The hiding virtues of ambiguity: quantifiably resilient watermarking of natural language text through synonym substitutions,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:57.423238Z

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 38414f66-3748-4e8f-9e19-a0e3a584849d · outbound

This paper cites Linguistic steganography using automatically generated paraphrases,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Linguistic steganography using automatically generated paraphrases,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:57.385223Z

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 8e48794d-04b6-400e-a735-a9744d6b7643 · outbound

This paper cites Matryoshka: Hiding secret communication in plain sight,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Matryoshka: Hiding secret communication in plain sight,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:57.356353Z

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 7d6a7368-c142-44d0-a205-ec8484341934 · outbound

This paper cites Generating Steganographic Text with LSTMs.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Generating Steganographic Text with LSTMs

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-09T14:29:56.489522Z

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 b9602f7e-8a1f-4ce8-9c4c-b25ece69a118 · outbound

This paper cites RNN-stega: Linguistic steganography based on recurrent neural net- works,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes RNN-stega: Linguistic steganography based on recurrent neural net- works,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:57.304184Z

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 ab9effcb-27a5-4e2f-9e89-1b1991dcae6a · outbound

This paper cites Neural linguistic steganography,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Neural linguistic steganography,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:57.245229Z

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 d2d22b61-e17d-4262-9b96-8b264107b02b · outbound

This paper cites A novel linguistic steganog- raphy based on synonym run-length encoding,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes A novel linguistic steganog- raphy based on synonym run-length encoding,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:57.164929Z

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 a58819b4-4ad7-4f31-818c-9a70a660aee7 · outbound

This paper cites V AE- Stega: linguistic steganography based on variational auto-encoder,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes V AE- Stega: linguistic steganography based on variational auto-encoder,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:57.058620Z

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 8c3c726b-34e4-46a7-ab0c-f55a22a45bb2 · outbound

This paper cites GAN-TStega: Text steganography based on generative adversarial networks,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes GAN-TStega: Text steganography based on generative adversarial networks,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.978862Z

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 eb114a57-dcb6-4c9f-bc3f-fdf0c154e85f · outbound

This paper cites Perfectly Secure Steganography Using Minimum Entropy Coupling.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Perfectly Secure Steganography Using Minimum Entropy Coupling

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-09T14:29:56.059057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a19f9a55-f7f5-4fe2-8bb4-abb524569147 · outbound

This paper cites Meteor: Cryptographically secure steganography for realistic distributions,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Meteor: Cryptographically secure steganography for realistic distributions,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.958620Z

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 2bd7ff50-4019-482e-82e7-97da1d0686ce · outbound

This paper cites Provably secure public-key steganography based on elliptic curve cryptography,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Provably secure public-key steganography based on elliptic curve cryptography,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.941433Z

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 37e8db1a-9242-4232-847f-db48337f556b · outbound

This paper cites Provably Secure Generative Linguistic Steganography.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Provably Secure Generative Linguistic Steganography

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-09T14:29:56.072079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79a6717d-a8d0-4c6e-a320-f9f2fc682d93 · outbound

This paper cites Dis- cop: Provably secure steganography in practice based on.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Dis- cop: Provably secure steganography in practice based on

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.927427Z

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 b5c6e034-96ab-477a-b5f3-17217755f25b · outbound

This paper cites Towards near-imperceptible steganographic text,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Towards near-imperceptible steganographic text,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.913511Z

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 2ea0b262-dbf5-46af-9bde-184827145b7c · outbound

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

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Near-imperceptible neural linguistic steganography via self-adjusting arithmetic coding,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.899703Z

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 2675025a-3fcd-4cfe-bd57-5e6478573f10 · outbound

This paper cites Co-Stega: Collaborative linguistic steganography for the low capacity challenge in social media,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Co-Stega: Collaborative linguistic steganography for the low capacity challenge in social media,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.885164Z

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 4791619e-2736-4bbc-b9f9-ffd876ee8fc7 · outbound

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

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 08f5398c-dc71-49a6-af35-8e92f0587e77 · outbound

This paper cites A Plug-and-Play Method for Improving Imperceptibility and Capacity in Practical Generative Text Steganography.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes A Plug-and-Play Method for Improving Imperceptibility and Capacity in Practical Generative Text Steganography

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-09T14:29:56.425608Z

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 7d2527c8-32a7-4c64-a315-b0dc69d41e9d · outbound

This paper cites OD-Stega: LLM- based near-imperceptible steganography via optimized distributions,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes OD-Stega: LLM- based near-imperceptible steganography via optimized distributions,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-09T14:29:56.103714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f437652-f97f-4635-92c0-8975e9822ba3 · outbound

This paper cites Altman, Constrained Markov decision processes.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Altman, Constrained Markov decision processes

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-09T14:29:56.108081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58778ab9-837e-4d6a-a879-878bb11c66fb · outbound

This paper cites Attention is all you need,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Attention is all you need,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-09T14:29:56.112193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d975264-5474-4d8a-801b-72c46041b91b · outbound

This paper cites Language Models are Few-Shot Learners.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Language Models are Few-Shot Learners

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-09T14:29:56.116411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f5c4a26-3d85-4757-906b-d03984a16e57 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes LLaMA: Open and Efficient Foundation Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T14:29:56.121311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d79d98d-0f83-4f55-8fd9-750a846781e7 · outbound

This paper cites Arithmetic coding,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Arithmetic coding,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.851608Z

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 7f326c41-0c7d-4813-9f38-8d71556c4717 · outbound

This paper cites an unresolved cited work.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:29:56.837570Z

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 8cb061fc-cdd1-471d-80f5-57c7b06b3753 · outbound

This paper cites an unresolved cited work.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T14:29:56.134261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81070b31-850d-4749-856c-86f970828f9b · outbound

This paper cites Convex optimization,.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Convex optimization,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.814338Z

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 c8726c00-c726-4fdb-9bda-c7bf9642ab4e · outbound

This paper cites Therefore d⋆(s, a) satisfies the constraint (17) and (18).

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Therefore d⋆(s, a) satisfies the constraint (17) and (18)

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.801357Z

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 d508f5b5-a0ce-47b2-9e81-abd6b1735cd4 · outbound

This paper cites an unresolved cited work.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:29:56.787167Z

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 32cc2a57-8556-4a83-b4f6-797abc20c159 · outbound

This paper cites an unresolved cited work.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:29:56.773284Z

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 14d8728d-64dd-4056-80d0-35349ea60f8e · outbound

This paper cites an unresolved cited work.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:29:56.760064Z

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 66c5b7e5-9b3e-4384-8329-61ea7cc0d435 · outbound

This paper cites We can now conclude that d⋆(s, a) is also an optimal solution to the optimization problem.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes We can now conclude that d⋆(s, a) is also an optimal solution to the optimization problem

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.746817Z

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 58391182-f56d-4724-a0aa-f82be34e9be0 · outbound

This paper cites an unresolved cited work.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:29:56.732692Z

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 d308fa93-ccea-416f-b041-64c91d7e25c8 · outbound

This paper cites an unresolved cited work.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:29:56.719369Z

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 c44a2b88-8964-43da-bb25-398615c56402 · outbound

This paper cites an unresolved cited work.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:29:56.705293Z

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 2ffd76d0-078a-47db-a71a-57600e8ecb71 · outbound

This paper cites The expression formulas for the primal variables xs, ds and the dual variables ωs, νs, µs where s ∈ {0, 1} are identical across all scenarios, as presented below.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes The expression formulas for the primal variables xs, ds and the dual variables ωs, νs, µs where s ∈ {0, 1} are identical across all scenarios, as presented below

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.690502Z

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 ccf79770-ec77-49fe-8075-68e8e607a78f · outbound

This paper cites With the solution of a0, a1 given in the theorem, and in the given range of b, the range of a0 and a1 are a0 = p0, a1 ∈ [p0, p1], (97) The variable assignments are as follows.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes With the solution of a0, a1 given in the theorem, and in the given range of b, the range of a0 and a1 are a0 = p0, a1 ∈ [p0, p1], (97) The variable assignments are as follows

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.676688Z

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 2f81fcab-d6c5-449c-9289-9b244c08dee1 · outbound

This paper cites (109) The variable assignments are as follows.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes (109) The variable assignments are as follows

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.663029Z

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 b0fb653a-a7a6-4106-b34a-58b34d0472bb · outbound

This paper cites an unresolved cited work.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:29:56.649863Z

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 de08cb8f-7ef1-43b3-940a-40bd9555e977 · outbound

This paper cites a) Primal variable assignments: a0 = a1 = −M ( b 2 − dγ 0 p0 − dγ 1 p1) (121) c0 = d0(p0 − a0), c 1 = d1(p1 − a1).

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes a) Primal variable assignments: a0 = a1 = −M ( b 2 − dγ 0 p0 − dγ 1 p1) (121) c0 = d0(p0 − a0), c 1 = d1(p1 − a1)

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.636576Z

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 8ef97624-cfcb-4fc8-9388-fe8dbd0fa640 · outbound

This paper cites (125) Using (88)-(91), all the primal variables are assigned.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes (125) Using (88)-(91), all the primal variables are assigned

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.621530Z

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 cc265881-d290-4c3f-819a-4feaa89eaa55 · outbound

This paper cites an unresolved cited work.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:29:56.607339Z

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 1f82d253-9836-470a-87df-605e217f0d97 · outbound

This paper cites Now let us turn our attention to the case when | 1 2 − p1| < | 1 2 − p0|, implying 1 − p1 − p0 ≥ 0.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Now let us turn our attention to the case when | 1 2 − p1| < | 1 2 − p0|, implying 1 − p1 − p0 ≥ 0

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.592285Z

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 b4a30c80-f9e3-4d03-a40e-9236a0985714 · outbound

This paper cites We have the following assignments.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes We have the following assignments

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.577037Z

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 bcd7d4fc-8ead-4c31-8da5-3e688972a23a · outbound

This paper cites (162) Using (88)-(91), all the primal variables are assigned.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes (162) Using (88)-(91), all the primal variables are assigned

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.561360Z

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 1a2c17eb-ac12-42bf-bdf1-6afb5fc7da97 · outbound

This paper cites Similarly, their intersections with the lighter green dash line give (a0, a1) = ( p0, ψ1), which is the only element in Sb′ l ; again the two functions take the same value.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes Similarly, their intersections with the lighter green dash line give (a0, a1) = ( p0, ψ1), which is the only element in Sb′ l ; again the two functions take the same value

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.547285Z

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 96ea669c-1f6a-44b6-b152-6277517e9eab · outbound

This paper cites In other words, Φ+ decreasing in a ∈ (0, 1 2 ] and Φ− increasing in a ∈ [ 1 2 , 1).

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes In other words, Φ+ decreasing in a ∈ (0, 1 2 ] and Φ− increasing in a ∈ [ 1 2 , 1)

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.532899Z

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 3a24ad4b-87ae-4fad-a53a-a060b89e7038 · outbound

This paper cites We next prove this claim.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes We next prove this claim

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.517907Z

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 2a1dada2-47ee-447b-a226-560dfabf0086 · outbound

This paper cites a′ 0 = a0′→0′ recover = a1→1 = 1 − a1 ⇒ a1 = 1 − a′ 0 (171) a′ 1 = a1′→0′ recover = a0→1 = 1 − a0 ⇒ a0 = 1 − a′ 1 (172) Similar steps for case p0 ≥ 1 2 ≥ p1.

Relatively-Secure LLM-Based Steganography via Constrained Markov Decision Processes a′ 0 = a0′→0′ recover = a1→1 = 1 − a1 ⇒ a1 = 1 − a′ 0 (171) a′ 1 = a1′→0′ recover = a0→1 = 1 − a0 ⇒ a0 = 1 − a′ 1 (172) Similar steps for case p0 ≥ 1 2 ≥ p1

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:29:56.504248Z

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers