Paper Citation Record · LEDGER

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models

As of 9 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 3 inbound Pith citation observations for arXiv:2508.03006.

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

pith.paper-citation-record.v1
2508.03006 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T04:45:29.230763Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T00:41:54.405341Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T14:46:10.608406Z

Reference resolution

32 of 32 outbound references displayed

verified exact0
verified fuzzy14
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 90783227-1c7e-40c5-96de-cb8fba1aa6a7 · outbound

This paper cites Scientific data 4(1), 1–13 (2017).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models Scientific data 4(1), 1–13 (2017)

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:25.079103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2f4f453-3afc-4ed4-9309-231cf98ad624 · outbound

This paper cites Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge.

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:25.216075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 137038e9-6a3d-41d5-a413-fdb8e7829bac · outbound

This paper cites BMC Medical Imaging24(1), 169 (2024).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models BMC Medical Imaging24(1), 169 (2024)

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:31.897076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 803f977c-9066-4e9d-85c8-0b5dc85f822a · outbound

This paper cites Biomedical Signal Processing and Control66, 102488 (2021).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models Biomedical Signal Processing and Control66, 102488 (2021)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:31.890360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6ef84aaf-261c-454b-a94c-e42546f8a6d1 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:25.600423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7d3497e-92b7-499d-94b2-4504e4a450e1 · outbound

This paper cites Computers & Electrical Engineering 37(5), 744–756 (2011).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models Computers & Electrical Engineering 37(5), 744–756 (2011)

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:31.879876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fc15780f-419d-460d-ad0a-150c0e579984 · outbound

This paper cites Expert Systems with Applications261, 125518 (2025).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models Expert Systems with Applications261, 125518 (2025)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:31.718328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8475feb4-52f4-4705-acc2-fd2b0b60b0c9 · outbound

This paper cites Pyramid Attention Network for Semantic Segmentation.

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models Pyramid Attention Network for Semantic Segmentation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:26.057514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0106d54-9be3-424f-9c1a-1ae5be11d914 · outbound

This paper cites Computers in Biology and Medicine141, 105005 (2022).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models Computers in Biology and Medicine141, 105005 (2022)

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:31.407494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 68d38b88-ed2a-4302-bff7-0f912788a2ee · outbound

This paper cites MambaDFuse: A Mamba-based Dual-phase Model for Multi-modality Image Fusion.

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models MambaDFuse: A Mamba-based Dual-phase Model for Multi-modality Image Fusion

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:26.327237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 182c6f9c-ae07-4944-8f5d-a863f55d2da2 · outbound

This paper cites In: Proceedings of the IEEE international conference on computer vision.

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models In: Proceedings of the IEEE international conference on computer vision

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:26.523935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3c90b84-d632-4ad4-9f99-c92db7989a66 · outbound

This paper cites Advances in neural information processing systems34, 9204–9215 (2021).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models Advances in neural information processing systems34, 9204–9215 (2021)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:31.180652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 02cd0557-2484-4252-a891-e4d9614897eb · outbound

This paper cites IEEE/CAA Journal of Automatica Sinica9(7), 1200–1217 (2022).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models IEEE/CAA Journal of Automatica Sinica9(7), 1200–1217 (2022)

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:26.902774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e7de3f1-fe9f-44b5-8801-99c7d98e7baf · outbound

This paper cites U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation.

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:27.124658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation beb93415-401f-46c7-9e57-f6a945d3b616 · outbound

This paper cites IEEE transactions on medical imaging 34(10), 1993–2024 (2014).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models IEEE transactions on medical imaging 34(10), 1993–2024 (2014)

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:27.315750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20af798b-2f33-4831-9823-f3f059943ac7 · outbound

This paper cites FusionMamba: Efficient Remote Sensing Image Fusion with State Space Model.

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models FusionMamba: Efficient Remote Sensing Image Fusion with State Space Model

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:27.446250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c87219ad-b75b-4ed9-a8e5-40814b591eb7 · outbound

This paper cites BMC Medical Imaging 23(1), 203 (2023).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models BMC Medical Imaging 23(1), 203 (2023)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:30.940749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ae1b417b-570f-4801-b1cb-e07302b23206 · outbound

This paper cites Diagnostics13(6), 1153 (2023).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models Diagnostics13(6), 1153 (2023)

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:30.744735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 13ffa9bf-0ebb-4620-82e6-f9d1a2975fe5 · outbound

This paper cites Advances in neural information processing systems 30 (2017).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models Advances in neural information processing systems 30 (2017)

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:27.992934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b71b69bf-3e0b-42d1-8483-c18defd67417 · outbound

This paper cites IEEE Transactions on Instrumentation and Measurement71, 1–14 (2022).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models IEEE Transactions on Instrumentation and Measurement71, 1–14 (2022)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:30.541221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dc4f684d-b471-4f99-8e52-1b7b7f294253 · outbound

This paper cites IEEE transactions on image processing 13(4), 600–612 (2004).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models IEEE transactions on image processing 13(4), 600–612 (2004)

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:28.194389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9bb71e4-1c9a-41c5-b077-4efcc6133eb4 · outbound

This paper cites In: The Thrity-Seventh Asilomar Conference on Signals, Systems & Computers, 2003.

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models In: The Thrity-Seventh Asilomar Conference on Signals, Systems & Computers, 2003

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:30.327535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eec4e4de-d9a5-4798-a7db-96077b2489da · outbound

This paper cites FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba.

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:28.380690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd004026-df7a-4a70-b0ed-4e8c2f8320b9 · outbound

This paper cites IEEE Journal of Biomedical and Health Informatics (2024).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models IEEE Journal of Biomedical and Health Informatics (2024)

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:30.127927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3442b552-c05f-47f4-8381-f347ac731f61 · outbound

This paper cites IEEE Transactions on Instrumentation and Measurement 72, 1–17 (2023).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models IEEE Transactions on Instrumentation and Measurement 72, 1–17 (2023)

Reference 25

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T04:45:29.444830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ebbc93bf-f516-4a31-8697-e3c4752d3bf4 · outbound

This paper cites In: International Conference on Medical Image Computing and Computer-Assisted Intervention.

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models In: International Conference on Medical Image Computing and Computer-Assisted Intervention

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:28.666963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 860a266a-9736-4879-b6af-9e415191ea76 · outbound

This paper cites Multi-Scale Context Aggregation by Dilated Convolutions.

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models Multi-Scale Context Aggregation by Dilated Convolutions

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:28.758339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9edac4f-6a78-4460-bad8-97604669c5c2 · outbound

This paper cites MedMamba: Vision Mamba for Medical Image Classification.

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models MedMamba: Vision Mamba for Medical Image Classification

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:28.883030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a51be23a-a187-4168-8d85-035a18312577 · outbound

This paper cites IEEE transactions on Image Processing20(8), 2378–2386 (2011).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models IEEE transactions on Image Processing20(8), 2378–2386 (2011)

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T04:45:28.978277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f63a212-767c-4b36-81ea-a93acb929134 · outbound

This paper cites In: Medical Imaging with Deep Learning (2024).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models In: Medical Imaging with Deep Learning (2024)

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:29.973637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c32dbee9-f4fa-40bb-a76c-290d89e608b8 · outbound

This paper cites Computers in Biology and Medicine185, 109502 (2025).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models Computers in Biology and Medicine185, 109502 (2025)

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:29.805662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 95b82851-559e-48cb-bf21-b7b66c41a972 · outbound

This paper cites In: 2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM).

Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models In: 2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:45:29.622391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 1c7af9f6-ec6f-4c81-aa6d-534cca05abcf · inbound

FlowGuard: Towards Lightweight In-Generation Safety Detection for Diffusion Models via Linear Latent Decoding cites this paper.

FlowGuard: Towards Lightweight In-Generation Safety Detection for Diffusion Models via Linear Latent Decoding Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:41:00.369509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1e0e22fe-eb9e-4e52-9143-5637062b584e · inbound

Latent Space Probing for Adult Content Detection in Video Generative Models cites this paper.

Latent Space Probing for Adult Content Detection in Video Generative Models Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:46:10.619461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d94e6b19-f589-4207-a803-8e8b2211caf8 · inbound

Introspective Attention Modulation for Safe Text-to-Image Generation cites this paper.

Introspective Attention Modulation for Safe Text-to-Image Generation Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-02T00:41:54.405341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.