Paper Citation Record · LEDGER

A Novel Approach to Image Steganography Using Generative Adversarial Networks

As of 12 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2412.00094.

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

pith.paper-citation-record.v1
2412.00094 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:17:17.420881Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-07T11:00:00.012990Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T09:26:25.820062Z

Reference resolution

29 of 29 outbound references displayed

verified exact0
verified fuzzy28
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a580666c-c78e-487e-aa9a-9b41efd09310 · outbound

This paper cites Colornet: Investigating the importan ce of color spaces for image classiﬁcation,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Colornet: Investigating the importan ce of color spaces for image classiﬁcation,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.742893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3ab69876-fedf-43f3-809e-1fd13e2da4ad · outbound

This paper cites Identity mappings in deep r esid- ual networks,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Identity mappings in deep r esid- ual networks,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.732673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cdedd02b-33d2-4e30-aa69-66d65082c00e · outbound

This paper cites Human activity recognition using combinatorial dee p belief networks,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Human activity recognition using combinatorial dee p belief networks,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.722580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cdd908d8-ad1a-4f3e-a266-99903270899e · outbound

This paper cites Two-stream convolutional netw orks for action recognition in videos,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Two-stream convolutional netw orks for action recognition in videos,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.712214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7c006cf2-fe9b-4957-a705-122084a96962 · outbound

This paper cites Generative adversarial net- works,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Generative adversarial net- works,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.702209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3a7fd35c-af56-4bcc-bd5d-e440148f9b46 · outbound

This paper cites Exploring steganography: Seein g the unseen,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Exploring steganography: Seein g the unseen,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.691561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 987c95eb-ea17-48af-9779-ec1945a110f2 · outbound

This paper cites Dual layered secure algorithm for image steganog raphy,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Dual layered secure algorithm for image steganog raphy,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.681420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e7130259-5d6d-47c5-ba16-c614baef188f · outbound

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

A Novel Approach to Image Steganography Using Generative Adversarial Networks Hide and seek: An introduction to steganography,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.671062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5d3f91ea-8e51-4282-a4b7-76a91eacf3f6 · outbound

This paper cites Advanced dual layered encryption for block base d ap- proach to image steganography,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Advanced dual layered encryption for block base d ap- proach to image steganography,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.659626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b749a991-270a-4303-8473-0cced75af91a · outbound

This paper cites Hiding data in images by simple lsb substitution,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Hiding data in images by simple lsb substitution,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.649317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 24970913-fb3a-49ee-a179-b2c7e674580a · outbound

This paper cites A highly robust watermarking scheme based on wavelet transform,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks A highly robust watermarking scheme based on wavelet transform,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.638322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7d5b7b3e-222a-41b3-ba9a-fb3a8a93c7b4 · outbound

This paper cites An intelligent ﬁbonacci approach to image stegan ogra- phy,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks An intelligent ﬁbonacci approach to image stegan ogra- phy,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.628059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4b7880d3-470a-4cc4-8aed-2139d622cd5f · outbound

This paper cites Deep learning for steganalys is via convolutional neural networks,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Deep learning for steganalys is via convolutional neural networks,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.617959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f7aa5e3b-9652-4852-b79f-b10e9984f559 · outbound

This paper cites Stegcolnet: Steganalysis based on a n en- semble colorspace approach,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Stegcolnet: Steganalysis based on a n en- semble colorspace approach,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.607648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 93a1914d-7f84-4e96-af4a-f5b5c917613f · outbound

This paper cites Hiding images in plain sight: Deep steganography,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Hiding images in plain sight: Deep steganography,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.597650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 240c936f-82d2-4562-a317-b3b39ad1a740 · outbound

This paper cites SteganoGAN: High Capacity Image Steganography with GANs.

A Novel Approach to Image Steganography Using Generative Adversarial Networks SteganoGAN: High Capacity Image Steganography with GANs

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T11:17:17.378192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05f4d286-53af-476e-b7e8-16df61d570b6 · outbound

This paper cites Implementation of lsb ste ganog- raphy and its evaluation for various bits,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Implementation of lsb ste ganog- raphy and its evaluation for various bits,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.587652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a5e38dbc-0b9c-4bab-84bd-b8816ef6fc6b · outbound

This paper cites Block based least signiﬁcant bit algo rithm for image steganography,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Block based least signiﬁcant bit algo rithm for image steganography,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.577162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation be036265-f55d-4a69-8c71-f54505175281 · outbound

This paper cites Improved detection of lsb steganography in grays cale im- ages,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Improved detection of lsb steganography in grays cale im- ages,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.566472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bb9e8ddb-dc98-4587-aa1d-ab335d1b85d0 · outbound

This paper cites Information-theoretic analysis of in- formation hiding,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Information-theoretic analysis of in- formation hiding,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.556297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 61b28fd1-9126-4398-8dbc-05b9f758a58b · outbound

This paper cites Image stegano graphy based on kirsch edge detection,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Image stegano graphy based on kirsch edge detection,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.545837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7a9219fc-9b1d-467a-b79d-b38b9ef5fcb2 · outbound

This paper cites A secure trigonometry based cr yptog- raphy algorithm,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks A secure trigonometry based cr yptog- raphy algorithm,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.535797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c06c3662-dd3b-40cd-87f2-935f71cfa70e · outbound

This paper cites An advanced diﬃe-hellman approach to image steg anog- raphy,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks An advanced diﬃe-hellman approach to image steg anog- raphy,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.525244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 688343ea-4772-47a6-be7e-c1430fef9b54 · outbound

This paper cites A secur e im- age steganography using lsb, dct and compression techniques on r aw images,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks A secur e im- age steganography using lsb, dct and compression techniques on r aw images,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.514544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 46cdf26b-9a84-4830-8828-7ef5e070581b · outbound

This paper cites Digital watermarking using wavelet trans form and spread spectrum technique,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Digital watermarking using wavelet trans form and spread spectrum technique,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.503118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2c694bf9-2726-4d5c-873e-fb05ef710d20 · outbound

This paper cites A dwt based approach for image steganography,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks A dwt based approach for image steganography,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.492363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4e79ff23-4608-4ad3-a04b-7c240ff49511 · outbound

This paper cites Steganograph ic generative adversarial networks,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Steganograph ic generative adversarial networks,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.482083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 125ee304-de0f-4d90-b0e6-4ca9b491d5fe · outbound

This paper cites Compo sition- aware image steganography through adversarial self-generate d supervi- sion,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Compo sition- aware image steganography through adversarial self-generate d supervi- sion,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.471808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 667805cb-fe44-403e-a9a9-118288af854f · outbound

This paper cites Hinet: Deep imag e hiding by invertible network,.

A Novel Approach to Image Steganography Using Generative Adversarial Networks Hinet: Deep imag e hiding by invertible network,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:17:17.460506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

Observation fd2638e8-b305-47ca-a15d-1b2e5cc2a4db · inbound

Quantum Gatekeeper: Multi-Factor Context-Bound Image Steganography with VQC Based Key Derivation on Quantum Hardware cites this paper.

Quantum Gatekeeper: Multi-Factor Context-Bound Image Steganography with VQC Based Key Derivation on Quantum Hardware A Novel Approach to Image Steganography Using Generative Adversarial Networks

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-12T09:26:25.821746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.