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Paper Citation Record · LEDGER

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models

As of 11 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 4 inbound Pith citation observations for arXiv:2501.03544.

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

pith.paper-citation-record.v1
2501.03544 v5

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-23T05:47:38.650729Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:19:49.787939Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-16T09:10:47.387233Z

Reference resolution

62 of 62 outbound references displayed

  • verified exact11
  • verified fuzzy46
  • unresolved4
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 92be672e-5ed5-47cb-914b-d9b352b41f7d · outbound

This paper cites Stable Diffusion V1-4.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Stable Diffusion V1-4

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.491646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:95375b3a7767050f8ce883a8a75d57628960c90f911429921946d5b7e1f2670f

Observation 64bec420-b234-4f0e-ae32-9bbbe7c5bd08 · outbound

This paper cites AI Porn Is Easy to Make Now. For Women, That’s a Nightmare.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models AI Porn Is Easy to Make Now. For Women, That’s a Nightmare

Reference 2

Resolution
malformed identifier
raw_fallback, observed 2026-05-23T05:57:37.488089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:1b7cea0f5847e000c2fe71e7947eaddf02fa7e201558218ca44ff54a79a7f852

Observation 3b7b6c90-02ed-4543-a464-1e6023ee401a · outbound

This paper cites Spotting the Deepfakes in This Year of Elections: How AI Detection Tools Work and Where They Fail.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Spotting the Deepfakes in This Year of Elections: How AI Detection Tools Work and Where They Fail

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.495188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:15dcd6ef74d30e59808b354fe24b9f540221a6ccc6bc6f69fe7752f2c1d0b08b

Observation e4ae70d2-899f-4e79-8494-f327d80f656c · outbound

This paper cites Text-to-image AI Models Can Be Tricked Into Generating Disturbing Images.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Text-to-image AI Models Can Be Tricked Into Generating Disturbing Images

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.502692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:687fc3b1c4b4e1366e0b2bf3a1d1cfcdb043ac583dc6b42af444c278f252a2ff

Observation c2573ebb-86ca-4e32-ae46-882c11191ce9 · outbound

This paper cites AI-created Child Sexual Abuse Images ‘Threaten to Overwhelm Internet’.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models AI-created Child Sexual Abuse Images ‘Threaten to Overwhelm Internet’

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.506150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:79b7a580f26c95b86f6da9ad63434850b9811755d3e59bf87d77c380a062f811

Observation 67fa67c3-671c-45e3-85bf-916134c0b9ba · outbound

This paper cites 2024: The Election Year of Deepfakes, Doubts and Disinfor- mation?.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models 2024: The Election Year of Deepfakes, Doubts and Disinfor- mation?

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.498952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:217c9e07be28aebfc4f266794851487647d0a69b90a118722162745a7c66e8ff

Observation 5185e3ec-5240-44a5-89a4-dea1c415e47e · outbound

This paper cites Erasing Concepts from Diffusion Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Erasing Concepts from Diffusion Models

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.633267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:77e521601bb15e561dc1ada07a254638286bddc0f9e598fea63beb65b76a0628

Observation 217db278-1a10-47e6-a4d0-1ca0c1b0ef6e · outbound

This paper cites Unified Concept Editing in Diffusion Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Unified Concept Editing in Diffusion Models

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.514740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:55b9830e86c5045707df864d1403dacd1cad7595730c15eebb6a6eb2d5c58105

Observation f3f287ec-3003-4801-af96-7397fcd9425e · outbound

This paper cites SafeGen: Mitigating Sexually Explicit Content Generation in Text-to-Image Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models SafeGen: Mitigating Sexually Explicit Content Generation in Text-to-Image Models

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.518687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:da8cd4f44c8f0921b2527515af741b6d5d9bc2e73d0dc4301ace7e7e9a335290

Observation 0ee3fc99-c9b9-4020-96ff-ee369b5bb5ba · outbound

This paper cites Direct Unlearning Optimization for Robust and Safe Text-to-Image Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Direct Unlearning Optimization for Robust and Safe Text-to-Image Models

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-23T05:52:37.719333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:5f6fd08a583379b5a8ea0b18c8d1b7bbeff1efaae88f03502387db0dd3213569

Observation 041ace09-39bd-4075-ab89-267f62214d1e · outbound

This paper cites Stable Diffusion V2-1.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Stable Diffusion V2-1

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.522753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:abb65a18458072df5bfa3714ce229a93c57a862e342b471cbd8b2a01be8ac2c3

Observation cbb9cf48-01c8-4851-bf70-8f32ffc9d736 · outbound

This paper cites Towards Safe Self-Distillation of Internet-Scale Text-to-Image Diffusion Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Towards Safe Self-Distillation of Internet-Scale Text-to-Image Diffusion Models

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-23T05:52:37.753693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:e6187d3b43d2f624e0babc8e6698c7074e3057bfee98238b0007cea83c00b0b0

Observation a4e04ab6-58f7-42c5-8e4d-0ef1b1e919de · outbound

This paper cites Defensive Unlearning with Adversarial Training for Robust Concept Erasure in Diffusion Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Defensive Unlearning with Adversarial Training for Robust Concept Erasure in Diffusion Models

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-23T05:52:37.733101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:e6033d13fcddd4005e88a68a88ee077e711546c2670826743b857ab38cc6d3a7

Observation 1cb2af2d-8426-49a2-a6b4-5454eb969e07 · outbound

This paper cites NSFW Text Classifier on Hugging Face.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models NSFW Text Classifier on Hugging Face

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.574104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:e2c890b0667b5301e1becb26077175ebfcfa24bd877d5b8200b33df434da6073

Observation eb2466aa-027c-4a2d-afc7-39f02da08ff6 · outbound

This paper cites Safety Checker.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Safety Checker

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.585935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:27a68dcb61400cf2484a99de37098a8cb6a25d0ee598738f22c3afdd7552c705

Observation eb45498b-04ee-44af-a005-b7076b64bf5c · outbound

This paper cites Universal Prompt Optimizer for Safe Text-to-image Generation.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Universal Prompt Optimizer for Safe Text-to-image Generation

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.551128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:f8107234f99b4cefeadd000adb7edcdb88c5a0c6345f18b1a871080ab75a5810

Observation 73952674-afe0-4b31-9343-bb99a0fb7319 · outbound

This paper cites GPT Documentation.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models GPT Documentation

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.661583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:7a1a49fc7ffb582150c718be0078192622e9b1ba2d3d721aa8a3d3fccc0f369e

Observation 4451e925-8204-449a-8879-fb6c6e8e3092 · outbound

This paper cites DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.665247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:acdc04dbce5f36fc4c37788807f885ee032c966461bba03cf3bd2780e465393b

Observation b017c767-edab-4e9c-93b8-74cca17dae5e · outbound

This paper cites SDEdit: Guided Image Synthesis and Editing with Stochastic Differ- ential Equations.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models SDEdit: Guided Image Synthesis and Editing with Stochastic Differ- ential Equations

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.669171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:2f635541241482b67c55ef6441096f1151863a642ed01f21e31c3f98f823524e

Observation fc6d5212-b794-4445-a92a-d0ecb7f9c57b · outbound

This paper cites Unsafe Diffusion: On the Generation of Unsafe Images and Hateful Memes From Text-To-image Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Unsafe Diffusion: On the Generation of Unsafe Images and Hateful Memes From Text-To-image Models

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.658127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:402c2579807a2984873563bd16e839d2572a83aeb0546bcd056dc5572faf7432

Observation dd3079c0-16f8-420b-85a9-728cb0eefe7e · outbound

This paper cites Towards Understanding Unsafe Video Generation.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Towards Understanding Unsafe Video Generation

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-23T05:52:37.761637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:35601ff8db79c811f95d13eb941bbbf7e03a6f59920391efcc1d9fb44eda99b4

Observation 32a1b4ba-4905-4144-891a-bb22e747315a · outbound

This paper cites Latent Guard: a Safety Framework for Text-to-image Generation.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Latent Guard: a Safety Framework for Text-to-image Generation

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-23T05:52:37.746954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:ae2ad9c3732b4f01f08014e087c5a6a239e09bb295432ed2fb63f2f764c30809

Observation 6098cb20-d5ad-41ec-9d3b-1c2a86b5154d · outbound

This paper cites Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.651647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:641f54f770378ca692d565f2ce109bac2f16b842ba5f5b31a02d4cbcaafb8964

Observation 29ff2549-263c-4149-98cf-fbe9188884ad · outbound

This paper cites Denoising Diffusion Probabilistic Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Denoising Diffusion Probabilistic Models

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.654774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:ac8eee0e6b47ccce516c96b82d1ea6bc1abcbc7832c36875fd50c7fc1af3bd2c

Observation 893e52c0-311e-49df-b585-79f15962dd51 · outbound

This paper cites High- resolution Image Synthesis with Latent Diffusion Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models High- resolution Image Synthesis with Latent Diffusion Models

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.672781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:61f6c93b9686ec80a8675c329b37f191db64a957607c9b5b8a727ce1c8c2a6a6

Observation 23a46255-d7cd-443f-b42d-acc007a28fb6 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.623866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:fc6368934d47c52882c9228d3acc560aa903d2bb76c5f3fbd0d1ec8b87547cd5

Observation 2a04c0ca-4fa9-4bef-b4a7-f9af7ca0f02c · outbound

This paper cites LAION-5B: an Open Large-scale Dataset for Training Next Generation Image-text Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models LAION-5B: an Open Large-scale Dataset for Training Next Generation Image-text Models

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.626866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:0e33c66ded58c485247a984e3d1dc114da681ca1faf22fd5d3ab7fb345545e5f

Observation f6c1c8b8-4260-4b43-a7ff-bb7482966d49 · outbound

This paper cites Diffusion Lens: Interpreting Text Encoders in Text-to-image Pipelines.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Diffusion Lens: Interpreting Text Encoders in Text-to-image Pipelines

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.630083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:8c1224dd0237c938eb0ee8be4b3efa55cfe35d500bce460cb39a5db557cd8b7d

Observation 6c641b21-b930-4fec-9bc4-99d4f0a03be0 · outbound

This paper cites The Prompt Report: A Systematic Survey of Prompt Engineering Techniques.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models The Prompt Report: A Systematic Survey of Prompt Engineering Techniques

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-05-23T05:52:37.738880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:3d4eedef5227fc5cfba29f0e6a889590b8c52a3cf96f60168d2dba519c4482d5

Observation 2264cda4-9d7e-4f82-8923-0919a98e9530 · outbound

This paper cites Safety system messages in llm.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Safety system messages in llm

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.643590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:f4107e419beac236d9f7c7ca6efb119bd53e44b56bbe127965124607e2f78d00

Observation 335a6757-6285-41a9-9492-c49c0b40b1e2 · outbound

This paper cites On Prompt-driven Safeguarding for Large Language Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models On Prompt-driven Safeguarding for Large Language Models

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.648055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:3662c4ee0538162ecd1501d2f4d14b1fc9fc3a353f2f949d167026c124b4320f

Observation c0a89f31-0d11-4873-9237-c2b889bce385 · outbound

This paper cites The Power of Scale for Parameter-efficient Prompt Tuning.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models The Power of Scale for Parameter-efficient Prompt Tuning

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.616960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:6548a95d4baf84fa76c2d3ec415a3bdaa1406c9feca43d3431f8b721011eb159

Observation b3a8f481-c598-4df8-8ced-fe166e59a966 · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.613356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:b5a2d9c930036220cca14281de2d5145c9732eddcc1d2f61cadfb719844c2624

Observation a4a4aea7-444f-49d3-b3f8-5ed3d2cc8b7f · outbound

This paper cites NSFW Data Scraper.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models NSFW Data Scraper

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.606569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:7359841f5bcaeb933123145988ff010b6724eb086ea266c54fc2fce40d856c8c

Observation ff86f842-9168-4666-a724-05305088c884 · outbound

This paper cites GPT-4o Mini: Advancing Cost-efficient Intelligence.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models GPT-4o Mini: Advancing Cost-efficient Intelligence

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.610135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:ededd438dbb3af3e6be2dc4ee7b1b36bb191efd6129c02c6dc7e4dda3ffcb018

Observation e01dea7d-036b-4ce2-b63c-d4f8eb6fc97a · outbound

This paper cites Scholar gpt.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Scholar gpt

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.595955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:efa5c8549991b9f923934cf0212edddb94153d4583a36e0c6b373c6b34d02db3

Observation 3d783113-5167-4fab-af27-0427bc39b37f · outbound

This paper cites GPT-4 Technical Report.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models GPT-4 Technical Report

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-05-23T05:52:37.701894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:5795e120c45f38fbd58d603a0580de650d55747938a3474eaafa05afae6fadfd

Observation f3be6d0d-f11c-490e-b460-3b306ba84881 · outbound

This paper cites Microsoft COCO: Common Objects in Context.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Microsoft COCO: Common Objects in Context

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-05-23T05:52:37.687145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:8a081b8a4fd125ce63ba822c02dfd4d125e30c5598adb0e98ae4ebe105f7ba7c

Observation a3039af8-5b2f-4290-80c3-aeaabf51e71c · outbound

This paper cites Inaproppriate Image Prompts (I2P).

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Inaproppriate Image Prompts (I2P)

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.599511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:a53ec57cc9ed04aff004d6932aca389c6469cd82b31112fe2a159993cf261df8

Observation db94cd85-a9fb-450d-ac66-21ed95527b51 · outbound

This paper cites SneakyPrompt: Jailbreaking Text-to-image Generative Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models SneakyPrompt: Jailbreaking Text-to-image Generative Models

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.603300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:8edfa42b818aa846550dc5b9952bee31b072cce4ac7d2237a7886ebcb2ea7b63

Observation 46ba181d-f274-48fc-bb39-dafcd4400e73 · outbound

This paper cites MMA-Diffusion: MultiModal Attack on Diffusion Models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models MMA-Diffusion: MultiModal Attack on Diffusion Models

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.620427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:748742b653f3bbf03dbe8820f038740e8798e3081e7cda4aec3013181b088e7a

Observation 6c58fbc6-59df-49de-ba00-f16fef481aa2 · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervi- sion.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Learning Transferable Visual Models From Natural Language Supervi- sion

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.636574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:d97de0283136dfaffa4dd02fa52552d634671bde6159b89f3a898c2cc653928f

Observation bc50cf4c-d762-43c8-b6b5-d0eeca2848fd · outbound

This paper cites The Unreasonable Effectiveness of Deep Features as a Perceptual Metric.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.577687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:13c48f8a92e56e52ac037b23e8c2ce12f3a78230f5d681fe38518782567951df

Observation 73147fe8-15b1-4ff9-9e21-b54e97705891 · outbound

This paper cites SafeGen-Pretrained-Weights.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models SafeGen-Pretrained-Weights

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.589043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:1f27d0c15c35e4ae7786dec5b707c5bf8d61ed5c0661b9a6b2194f808d52cc47

Observation 9a406cbd-405f-48c6-9e48-3e159fda6b23 · outbound

This paper cites Diffusers: State-of-the-art diffusion models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Diffusers: State-of-the-art diffusion models

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.570590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:c018ac5a5fe6e77e4ae6935e788f956446e3d46870309fa68b0c4393b5f5b235

Observation 0e61c656-bc50-47e7-92cc-e2ddff2f13ee · outbound

This paper cites AlignGuard: Scalable Safety Alignment for Text-to-Image Generation.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models AlignGuard: Scalable Safety Alignment for Text-to-Image Generation

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-23T05:52:37.695699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:9be5bf22d044b70e6217ae0c6a2c7193c7503866429fcc6ab98378b5ba538427

Observation 1b2c5cdc-e61f-490e-a433-3d6b3a64ac91 · outbound

This paper cites Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-05-23T05:52:37.725725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:0ef76f4c2585abe210219cba73d17de5616010b5ebca434b5aa22d5a4711be7f

Observation 860938b0-fc8e-41da-a7df-f8044c4c9804 · outbound

This paper cites Unified concept editing in diffusion models.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Unified concept editing in diffusion models

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.567080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:33c41a668053dbb5026c9fba990d685c5adce9576baee96a657b5b415205e77c

Observation ecb94e11-c4a9-4cd3-9d9c-6dac33e52083 · outbound

This paper cites Safe Stable Diffusion.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Safe Stable Diffusion

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.582262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:cc6dee8fa3635d059588b0d2d52e5c678ceb52f780f9e3d37a279a01fc517287

Observation a511c049-9585-4864-92ee-0503273dc4ca · outbound

This paper cites Universal prompt optimizer for safe text-to-image generation.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Universal prompt optimizer for safe text-to-image generation

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.554695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:5b728e6f2c492a8df63604866533696dd63730976db657d07946e094b6dcc305

Observation 037a4afb-a041-4916-9095-67e9c755aa60 · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-05-23T05:52:37.708818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:687e5a90e6a1727d9fd63836b5720d378452976e962c1c675dc1698e0d2cbe8f

Observation 92f8a4ab-ac67-4d7e-92c4-2a84359a5b75 · outbound

This paper cites DeepFloyd IF.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models DeepFloyd IF

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.558292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:3f6a0b098f63275b653bb800e9acf778619ae38b948380689fba4dd094ffeed0

Observation 18bdccc7-e492-4895-b920-bbb6915c8710 · outbound

This paper cites • NSFW-200: To compensate for the shortcomings of I2P dataset in pornographic data, we use the NSFW dataset from [40] for the sexual category.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models • NSFW-200: To compensate for the shortcomings of I2P dataset in pornographic data, we use the NSFW dataset from [40] for the sexual category

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.547720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:f4302024ebcab516378ffc7c98c758277e05b5154fd5b99134b149f01ac72a6d

Observation 73845a3b-9bbb-4457-addc-faef71f01f6b · outbound

This paper cites safe” category or one of several “unsafe.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models safe” category or one of several “unsafe

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.562974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:80c2cfa3832044574a23fa51d64113ec78b46ab9c38d33c55d591abe1f949c81

Observation 0b0342df-cfd2-450e-aea7-db93260f98bc · outbound

This paper cites According to our taxonomy, these baselines can be divided into three groups: (1)N/A: where the original SD serves as the control group without any protective measures.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models According to our taxonomy, these baselines can be divided into three groups: (1)N/A: where the original SD serves as the control group without any protective measures

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.592713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:fe398633e019c4f1a3214043a27715e7c5da6204a0afb5c9d4e16889be338f79

Observation a69a872b-734d-456a-9c26-b62057813194 · outbound

This paper cites laion-aesthetics v2 5+.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models laion-aesthetics v2 5+

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.639840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:422920c0b506fef72e0bfcb81f6dc90c036b12d18639d1b936565d13977d5afb

Observation 32006710-4bc5-40c7-b9e7-ba10c7000ba6 · outbound

This paper cites Figure 6 illustrates the variations in images generated by the model with embeddings trained using different values ofλ.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Figure 6 illustrates the variations in images generated by the model with embeddings trained using different values ofλ

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.544427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:019d3c6a01b166458b8afe4ce6004db2b08fb182105a9b2ea4badabb99b0cc8c

Observation f1526055-98a7-4404-b997-86bac1f3e7df · outbound

This paper cites an unresolved cited work.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-05-23T05:57:37.533379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:3647e189573a419f0c01f287a46f208ebce4021631ae00207ccc3e78da96cb3a

Observation 23c51e80-31b6-4911-873c-23c43fd49ae2 · outbound

This paper cites an unresolved cited work.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-05-23T05:57:37.529950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:f3a3c2f0c6fcbb457fb1a51edfd834e4321d363842682f394d25be2fa2b0012d

Observation 7e8a40e8-7cd1-4650-b4d6-0b81dd5957f0 · outbound

This paper cites an unresolved cited work.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-05-23T05:57:37.526513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:c43d5b304e88b3190c853f9660bd16dd6bd55d25f5a284db4f8efcc53c81a98c

Observation 92864f25-f10e-46ab-abd4-a89bee12667d · outbound

This paper cites an unresolved cited work.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-23T05:57:37.537017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:a241410322ca2ccb74dfee8f44542a054fb56efec5c0035170710c4304cf8c2e

Observation 6b1194b7-366d-4e08-8301-02cd77293147 · outbound

This paper cites laion-aesthetics v2 5+.

PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models laion-aesthetics v2 5+

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T05:57:37.540960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T05:47:38.650729Z digest=sha256:2c84ffe40b683cf65f17e06b9e126d95b08d03d5285e2cf18971d9fa5a67d430

Pith citing papers

Observation b1d6e574-8f83-4d08-b928-e2e245f2caff · inbound

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression cites this paper.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T14:19:49.787939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:19:49.787939Z digest=sha256:7dbb9a3dc0826ba8a075ca8b739811afd3ebf61e9631c96a35d324d1a5a968d5

Observation 83433343-b983-4289-ba93-fe5dc134f82a · inbound

Do Concept Replacement Techniques Really Erase Unacceptable Concepts? cites this paper.

Do Concept Replacement Techniques Really Erase Unacceptable Concepts? PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T05:03:22.530957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:03:22.530957Z digest=sha256:c6245eb26078b43859a3782cbf0f032bc9ae20a6362b1037c7acb2461abcff64

Observation 1b062156-6f47-4033-a5d3-e93611e785e3 · inbound

SPOT: Selective Prompt Projection via Total Variation for Inference-Only Safe Text-to-Image Generation cites this paper.

SPOT: Selective Prompt Projection via Total Variation for Inference-Only Safe Text-to-Image Generation PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-05-16T09:10:47.388809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-16T09:08:25.193005Z digest=sha256:917bbdc5f72be9cc70f84d7dd01cd0666d8b6c75dc14c3d6bce5adb444320044

Observation 5e9c3278-dafb-49a2-b768-4a064f345c3a · inbound

Dynamic Eraser for Guided Concept Erasure in Diffusion Models cites this paper.

Dynamic Eraser for Guided Concept Erasure in Diffusion Models PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-12T02:44:43.880022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-10T15:14:31.498603Z digest=sha256:ab709b668ab60380a9e4d827cb32751555744d388931e58b8e1254e56e096dc1