Paper Citation Record · LEDGER

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication

As of 23 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2412.01118.

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

pith.paper-citation-record.v1
2412.01118 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:45:38.343307Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:26:05.740848Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T13:26:10.289003Z

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy21
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3623a95d-27c5-4a4b-96f5-b7a9ec61ed1f · outbound

This paper cites SemDeDup: Data-efficient learning at web-scale through semantic deduplication.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication SemDeDup: Data-efficient learning at web-scale through semantic deduplication

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.192075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a063128-af33-429a-8608-1566a45dec4f · outbound

This paper cites GPT-4 Technical Report.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication GPT-4 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.196579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34ebbd13-7a21-446b-8c3d-9921eaebcdca · outbound

This paper cites Real image denoising with feature attention.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Real image denoising with feature attention

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.201088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e6cb77f-8fb1-46a7-89de-11e72edbfa9d · outbound

This paper cites SegNet: A deep convolutional encoder-decoder architecture for image segmentation.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication SegNet: A deep convolutional encoder-decoder architecture for image segmentation

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.786693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 20230732-935d-456f-a60e-5d854cb61af8 · outbound

This paper cites Machine unlearning.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Machine unlearning

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.775005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 847e3a19-60ce-46b5-958a-68cad82a0d59 · outbound

This paper cites Extracting training data from diffu- sion models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Extracting training data from diffu- sion models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.213356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3ba0ea9-b839-4d81-ab50-02dfba543e10 · outbound

This paper cites Towards memorization-free diffusion models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Towards memorization-free diffusion models

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.755084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation aac539f7-1863-4a41-ad59-82b64fa9d37a · outbound

This paper cites Diffusion models beat gans on image synthesis.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Diffusion models beat gans on image synthesis

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.220967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95a9fbae-08fd-4f20-8731-79f0d4dbd689 · outbound

This paper cites Differentially Private Diffusion Models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Differentially Private Diffusion Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.225483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 997a485f-6f01-46e5-9bab-080ae200d17e · outbound

This paper cites Differential privacy.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Differential privacy

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.735665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d6cebd59-c960-4305-a5b3-dec444828b65 · outbound

This paper cites On Memorization in Diffusion Models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication On Memorization in Diffusion Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.233611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0aac131e-a565-4c5b-999c-3f6f1d0ad3d1 · outbound

This paper cites Deep residual learning for image recognition.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Deep residual learning for image recognition

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.237591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbda89e6-53f3-4796-a065-c2a31feb6bcd · outbound

This paper cites Classifier-Free Diffusion Guidance.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Classifier-Free Diffusion Guidance

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.241134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b347e9f-2939-4754-a4b0-98d1090fc36c · outbound

This paper cites Denoising dif- fusion probabilistic models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Denoising dif- fusion probabilistic models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.244992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a212d621-14af-4ebd-b125-4b9cdbfd1cb2 · outbound

This paper cites Video dif- fusion models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Video dif- fusion models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.248696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e070e67a-c46d-43d6-87ba-f10978f8e956 · outbound

This paper cites Draw your art dream: Diverse digital art synthesis with multimodal guided diffusion.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Draw your art dream: Diverse digital art synthesis with multimodal guided diffusion

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.699779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2531e6c9-8e36-4513-ab13-461816481e2a · outbound

This paper cites Ablating con- cepts in text-to-image diffusion models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Ablating con- cepts in text-to-image diffusion models

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.688159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9dcb386d-846a-4e79-a6c9-c41e794d5cd5 · outbound

This paper cites Diffusion Models for Audio Restoration.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Diffusion Models for Audio Restoration

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.259685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cb119d6-b175-4940-8914-74fc30f9f4c4 · outbound

This paper cites Mitigate replication and copying in diffusion mod- els with generalized caption and dual fusion enhancement.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Mitigate replication and copying in diffusion mod- els with generalized caption and dual fusion enhancement

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.676477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ca4ea11f-178c-47b7-b6d8-a11682895342 · outbound

This paper cites Shake to Leak: Fine-tuning diffusion models can amplify the generative privacy risk.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Shake to Leak: Fine-tuning diffusion models can amplify the generative privacy risk

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.663225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 476cd678-56e2-4d63-a425-f8da55d08472 · outbound

This paper cites DP-LDMs: Differentially Private Latent Diffusion Models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication DP-LDMs: Differentially Private Latent Diffusion Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.269813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d49d2c4f-2246-4970-85a9-9ae4b7448596 · outbound

This paper cites Are GANS created equal? A large-scale study.Advances in neural information processing systems, 31, 2018.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Are GANS created equal? A large-scale study.Advances in neural information processing systems, 31, 2018

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.651888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 68feeb80-5c16-4199-82a5-ec036e9dc359 · outbound

This paper cites RePaint: Inpainting using denoising diffusion probabilistic models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication RePaint: Inpainting using denoising diffusion probabilistic models

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.639840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bf95164f-329f-496e-b6e0-cfe54d091693 · outbound

This paper cites Image restoration using very deep convolutional encoder-decoder networks with symmetric skip connections.Advances in neu- ral information processing systems, 29, 2016.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Image restoration using very deep convolutional encoder-decoder networks with symmetric skip connections.Advances in neu- ral information processing systems, 29, 2016

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.628111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 807f4ee5-2dd7-413d-b779-f6eab9d3f6da · outbound

This paper cites A self-supervised descriptor for image copy detection.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication A self-supervised descriptor for image copy detection

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.616561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fd1d9c7f-1f2f-4425-94b8-070eb95676ca · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Learning transferable visual models from natural language supervi- sion

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.287479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63e6e401-393c-45ee-9051-08a0e29acd72 · outbound

This paper cites Zero-shot text-to-image generation.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Zero-shot text-to-image generation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.290994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4757513-f50c-4aad-97bf-42e9b7b94591 · outbound

This paper cites High-resolution image 9 synthesis with latent diffusion models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication High-resolution image 9 synthesis with latent diffusion models

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.590111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a44cfbe6-684b-451c-857e-6d594a426fcc · outbound

This paper cites U- Net: Convolutional networks for biomedical image segmen- tation.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication U- Net: Convolutional networks for biomedical image segmen- tation

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.578342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 10e8de0a-3f04-4da4-9a38-76cff8f19443 · outbound

This paper cites Photorealistic text-to-image diffusion models with deep language understanding.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Photorealistic text-to-image diffusion models with deep language understanding

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.302336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a6471fb-963d-40f7-8e3b-a57cd4e347e7 · outbound

This paper cites Safe latent diffusion: Mitigating inappro- priate degeneration in diffusion models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Safe latent diffusion: Mitigating inappro- priate degeneration in diffusion models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.306084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f6c4857-d773-4bd8-a120-fbf915f52ad1 · outbound

This paper cites LAION-5B: An open large-scale dataset for train- ing next generation image-text models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication LAION-5B: An open large-scale dataset for train- ing next generation image-text models

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.553098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6b162460-02ec-4b7e-835f-959d7d391d88 · outbound

This paper cites Diffusion art or digital forgery? Investigating data replication in diffusion models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Diffusion art or digital forgery? Investigating data replication in diffusion models

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.542324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 821ff6fa-180d-4e65-8635-814fdd0b691c · outbound

This paper cites Understanding and mitigating copying in diffusion models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Understanding and mitigating copying in diffusion models

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.530212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f1eb8a82-cddd-42ff-b94f-ec317bf79833 · outbound

This paper cites Attention is all you need.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Attention is all you need

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.320357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fb8dc6d-d808-4551-92dd-a41dfa68c51b · outbound

This paper cites Residual 3-D scene flow learning with context-aware feature extraction.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Residual 3-D scene flow learning with context-aware feature extraction

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.511966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d4f7ffaf-c054-4dea-8b28-982318766b2a · outbound

This paper cites On the De-duplication of LAION-2B.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication On the De-duplication of LAION-2B

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.327840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27094a03-cebd-4644-80dc-49da4e385b64 · outbound

This paper cites De- tecting, explaining, and mitigating memorization in diffusion models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication De- tecting, explaining, and mitigating memorization in diffusion models

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.500428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c154c55b-e44e-4078-987d-903153ab14ac · outbound

This paper cites Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A Survey.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A Survey

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-12T04:45:38.335811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5dde47d-bb3b-49b1-a8c0-311ccba03eb2 · outbound

This paper cites Forget-Me-Not: Learning to forget in text-to-image diffusion models.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Forget-Me-Not: Learning to forget in text-to-image diffusion models

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.489212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 643a2326-0d76-406c-9e98-ca02a39177de · outbound

This paper cites Anne Graham Lotz.

LoyalDiffusion: A Diffusion Model Guarding Against Data Replication Anne Graham Lotz

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:45:38.476231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

Observation 8b84adb6-66e6-4b45-8888-63927fdf6077 · inbound

FPAN: Mitigating Replication in Diffusion Models through the Fine-Grained Probabilistic Addition of Noise to Token Embeddings cites this paper.

FPAN: Mitigating Replication in Diffusion Models through the Fine-Grained Probabilistic Addition of Noise to Token Embeddings LoyalDiffusion: A Diffusion Model Guarding Against Data Replication

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:26:10.406749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.