Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:38:08.791423Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2504.15139.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:38:08.791423Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6cbb3c37-05f8-4af2-92bd-dd0b6aa59753 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Designing steganographic distortion using directional filters,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4bac2618-71dc-49cd-887c-002bb0953d3e · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Universal distortion function for steganography in an arbitrary domain,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation aff30c32-9e31-481b-9123-b27b87e2ec1e · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security A new cost function for spatial image steganography,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b20f6b65-7e99-4b02-ad3d-08b9075e7ff9 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Content-adaptive steganog- raphy by minimizing statistical detectability,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fc5b2ff5-b312-4a02-8bb2-fa25cad838aa · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Using statistical image model for jpeg steganography: Uniform embedding revisited,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b99eca0b-6460-4083-af87-c77f1ad81fb7 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Automatic steganographic distortion learning using a generative adversarial network,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 985913a3-7876-4633-8228-381372ca3056 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security An embedding cost learning framework using gan,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 16953a11-94ca-45d1-a15a-6fc44ccd588a · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Steganography embedding cost learning with generative multi-adversarial network,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 158748e8-ff69-4dba-a4c8-b361d38776bf · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Channel attention image steganography with generative adversarial networks,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f73dcabb-43c6-472d-ba20-988295816913 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security A robust coverless im- age steganography based on an end-to-end hash generation model,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 723d1d5f-2c0b-4c81-a749-a541b4afac7e · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Lightweight and effective deep image steganalysis network,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2851b98c-cc64-4b59-9842-2046c79d9740 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security High- resolution image synthesis with latent diffusion models,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8381ceb8-6031-4187-acce-52c746feb959 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security SteganoGAN: High Capacity Image Steganography with GANs
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 077e0277-0523-4f9f-93a3-ef1e2ffd844b · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Minimizing additive distortion in steganography using syndrome-trellis codes,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fb82c6e0-d3a6-41d6-965c-77fe6b4426be · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Fast and effective global covariance pooling network for image steganalysis,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 08915c63-62b5-4e96-9f3b-3a4f5c732e08 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Image disentanglement autoencoder for steganography without embedding,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6670c532-e96f-4be5-b50f-3887ec22959e · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Generative steganography network,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 921ee4cf-7385-4925-a5c1-5ab1fcf18f04 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Stegad- dpm: Generative image steganography based on denoising diffusion probabilistic model,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 224bfe02-d1de-4d60-91b7-7eebad846064 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Yedroudj-net: An efficient cnn for spatial steganalysis,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a5b5425d-a36b-41cc-b4b0-d0f8881df738 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security On the limits of steganography,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc57a6dc-6f78-4d23-b020-b07ee0045193 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Practical steganalysis of digital images: state of the art,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 64ee4b13-6288-45a1-b549-28169b1f18f3 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Lsb matching revisited,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef33a928-7ebd-4084-a248-b9de43672969 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Gibbs construction in steganography,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5a0034de-fdd5-4f7d-b00e-cab762b1f40d · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Optimality of polar codes in additive steganography under constant distortion profile,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4716f68d-f7a4-4641-8a04-b0c0b1aee3b5 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Distribution-preserving steganography based on text-to-speech genera- tive models,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ca1e306-8d30-488f-ba84-0fd117fddbf6 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Structural design of convolutional neural networks for steganalysis,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5243e6c8-42ac-4879-8459-3c8c9f60d514 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Denoising diffusion probabilistic models,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 743312c1-ccfd-45d5-8319-b3be43bc701d · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Generative adversarial text to image synthesis,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49929da8-bbdf-446b-90bd-1205f22d9cc4 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Stackgan: Text to photo-realistic image synthesis with stacked generative adversarial networks,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80ab4e2e-59cc-4b14-9af5-19c422c58ee8 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Attngan: Fine-grained text to image generation with attentional generative adversarial networks,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 285c2152-4e1c-48a7-8b46-91a5e5df9a57 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Controllable text-to- image generation,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ba810704-d206-4faa-bbe7-35d3f8a77ebd · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Zero-shot text-to-image generation,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 424aabf7-f0c9-46a3-88bb-b555a0e9ae83 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Gpt-4 technical report,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation adac0962-198b-4cc3-948a-2ba2ec846c11 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Photorealistic text-to-image diffusion models with deep language understanding,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff9f85d6-d5a5-48e5-afd0-8baaff4803ed · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Attention based data hiding with generative adversarial net- works,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c4d5664d-ae55-4634-ba9b-d9e327e049f2 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security High-capacity convolutional video steganography with temporal residual modeling,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 90c15384-de58-462a-b8d1-bbc09c2e0160 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Deepmih: Deep invertible network for multiple image hiding,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 86bdca11-e0c1-41c4-8d02-88d007930e66 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Imagenet: A large-scale hierarchical image database,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e6b194a-6079-440e-939e-7033f73e6d22 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Deep residual network for steganalysis of digital images,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c73cd23-231e-4533-a274-ed09422701fe · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Improving image generation with better captions,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d1f247e5-cfd7-4fd5-b0fc-7c4aa140acdf · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Generative adversarial networks,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 209672a8-da95-400b-bece-e5dfbd269345 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Rich models for steganalysis of digital images,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12d64425-e76c-45d8-82cb-38666a19ef22 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Defining cost functions for adaptive jpeg steganography at the microscale,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fa25b18e-5781-429a-af52-749a0c211d19 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Ldgm codes based near- optimal coding for adaptive steganography,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b23c8a5c-34cc-40c2-b9eb-ddff295841cc · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Steganography via cover-source switching,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9fe4a1b2-e93a-4f1d-a719-c9f1b46ab77e · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Steganography with generated images: Leveraging volatility to enhance security,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 54fa15df-b28c-4576-9b4e-8f8c16dca911 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security DiffusionDB: A Large-scale Prompt Gallery Dataset for Text-to-Image Generative Models
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c6a2e77-ee82-4dac-9896-51000462f276 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security A steganography immunoprocess- ing framework against cnn-based and handcrafted steganalysis,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bd300889-a64c-4d41-a9f5-ec2770cf6685 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Genimage: A million-scale benchmark for detecting ai- generated image,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b9823aa4-b50d-4937-be45-42ad2f9c8529 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Gan-based adaptive cost learning for enhanced image steganography security,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ddab5565-34fb-45aa-80b8-6c5c212bc134 · outbound
GIFDL: Generated Image Fluctuation Distortion Learning for Enhancing Steganographic Security Journeydb: A benchmark for generative image understanding,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
No inbound Pith citation observations are available.