Paper Citation Record · LEDGER

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression

As of 9 August 2026, this Paper Citation Record lists 100 of 127 outbound references and 4 inbound Pith citation observations for arXiv:2505.19398.

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

pith.paper-citation-record.v1
2505.19398 v2

Coverage vector

measured 100 of 127 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:19:57.538429Z

measured 104 of 104 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T12:43:43.792334Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T12:53:27.027109Z

Reference resolution

100 of 127 outbound references displayed

verified exact5
verified fuzzy21
unresolved74
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2a384ecc-e275-4cbc-b865-c4cbb0d0bc94 · outbound

This paper cites Generative adversarial net- works,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Generative adversarial net- works,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:45.811073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 575432dc-2a5c-4634-9d98-6f7e07413cc9 · outbound

This paper cites Triple generative adversarial networks,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Triple generative adversarial networks,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:45.894282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f52564de-1292-44df-afbc-4b71c644db9a · outbound

This paper cites Edge guided gans with multi-scale contrastive learning for semantic image synthesis,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Edge guided gans with multi-scale contrastive learning for semantic image synthesis,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:46.028890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f4097a1-7c53-41db-9607-97bd0e0e3c8a · outbound

This paper cites Auto-Encoding Variational Bayes.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Auto-Encoding Variational Bayes

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:46.178250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3893ef23-b1fc-4fde-bbe2-57094188381b · outbound

This paper cites Qarv: Quantization-aware resnet vae for lossy image compression,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Qarv: Quantization-aware resnet vae for lossy image compression,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:46.352589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bb11aae-7e93-4cce-bd44-9b1092c92c19 · outbound

This paper cites Controlvae: Tuning, analytical properties, and performance analysis,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Controlvae: Tuning, analytical properties, and performance analysis,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:46.539632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da651b4c-8fac-42af-accc-88e8d631f0f6 · outbound

This paper cites Denoising diffusion probabilistic models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Denoising diffusion probabilistic models,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:46.703522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38e102ab-7d69-471f-a6a1-5325921d8ac3 · outbound

This paper cites Diffi2i: Efficient diffusion model for image-to-image translation,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Diffi2i: Efficient diffusion model for image-to-image translation,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:46.827531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 810734e8-61fc-45af-bb87-47b641e921ec · outbound

This paper cites Create your world: Lifelong text-to-image diffusion,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Create your world: Lifelong text-to-image diffusion,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:46.972226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7281dad1-9929-4446-9f66-ff4133804a2e · outbound

This paper cites Text-guided eyeglasses manipula- tion with spatial constraints,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Text-guided eyeglasses manipula- tion with spatial constraints,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:47.056329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89a4bf67-fa24-48e5-9ecf-dd7db5184b84 · outbound

This paper cites Unified diffusion-based rigid and non- rigid editing with text and image guidance,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Unified diffusion-based rigid and non- rigid editing with text and image guidance,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:47.111390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19340740-0512-4432-a70a-95f883acf332 · outbound

This paper cites Discrimina- tive probing and tuning for text-to-image generation,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Discrimina- tive probing and tuning for text-to-image generation,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:47.242917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3125ef7b-4e3d-43ff-ab7b-573d88f548b3 · outbound

This paper cites A Comprehensive Survey on Concept Erasure in Text-to-Image Diffusion Models.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression A Comprehensive Survey on Concept Erasure in Text-to-Image Diffusion Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:47.334222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e46eaacf-202d-4639-b5c0-9085aebeb19e · outbound

This paper cites Erasing concepts from diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Erasing concepts from diffusion models,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:47.476192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 061459bf-8182-478c-ac61-e7bb16c7460b · outbound

This paper cites Forget-me-not: Learning to forget in text-to-image diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Forget-me-not: Learning to forget in text-to-image diffusion models,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:47.608114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c429fa4-f343-4bbb-ab28-c3b2fc5adb60 · outbound

This paper cites Race: Robust adversarial concept erasure for secure text-to-image diffusion model,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Race: Robust adversarial concept erasure for secure text-to-image diffusion model,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:47.674902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 921b578d-6d82-40cf-a81e-9160488a4953 · outbound

This paper cites Fast yet effective machine unlearning,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Fast yet effective machine unlearning,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:47.785446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1b3d522-e73d-4f7d-b422-1b4905a681cb · outbound

This paper cites Zero- shot machine unlearning,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Zero- shot machine unlearning,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:47.898878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a1615b7-e954-401a-901d-95e2e765242c · outbound

This paper cites Defensive unlearning with adversarial training for robust concept erasure in diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Defensive unlearning with adversarial training for robust concept erasure in diffusion models,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:48.001404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c93bb367-2efb-4188-b462-106912aa24e9 · outbound

This paper cites Machine unlearning: A survey,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Machine unlearning: A survey,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:48.162363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37dd2a20-4490-4769-b863-7c73ad055346 · outbound

This paper cites Erasing concepts from text-to-image diffusion models with few-shot unlearning,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Erasing concepts from text-to-image diffusion models with few-shot unlearning,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:48.258345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e9e117f-e64f-4c9e-80c0-ae28e9c3ca85 · outbound

This paper cites SafeText: Safe Text-to-image Models via Aligning the Text Encoder.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression SafeText: Safe Text-to-image Models via Aligning the Text Encoder

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:48.338045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ff2ace1-0dfe-4220-9136-7930b0f37146 · outbound

This paper cites Buster: Implanting Semantic Backdoor into Text Encoder to Mitigate NSFW Content Generation.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Buster: Implanting Semantic Backdoor into Text Encoder to Mitigate NSFW Content Generation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:48.427273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53144bee-4694-416f-b964-7b769979c164 · outbound

This paper cites Nudenet: Neural nets for nudity detection and censoring,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Nudenet: Neural nets for nudity detection and censoring,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:48.597411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f721e3b-c240-4ce6-956e-418ea6867291 · outbound

This paper cites Espresso: Robust concept filtering in text-to-image models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Espresso: Robust concept filtering in text-to-image models,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:48.759007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32155f42-58d1-41f9-a29f-c199c84f5503 · outbound

This paper cites Ce- sdwv: Effective and efficient concept erasure for text-to-image diffusion models via a semantic-driven word vocabulary,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Ce- sdwv: Effective and efficient concept erasure for text-to-image diffusion models via a semantic-driven word vocabulary,

Reference 26

Resolution: verified exact; raw_fallback, observed 2026-08-07T14:20:01.647924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d9c4e115-4b96-4f99-b633-81f2b5ddbb8d · outbound

This paper cites Safe and Reliable Diffusion Models via Subspace Projection.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Safe and Reliable Diffusion Models via Subspace Projection

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:20:01.376826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 331c2aa6-11a4-464b-9201-f7762d63b3dd · outbound

This paper cites Sparse Autoencoder as a Zero-Shot Classifier for Concept Erasing in Text-to-Image Diffusion Models.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Sparse Autoencoder as a Zero-Shot Classifier for Concept Erasing in Text-to-Image Diffusion Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:49.105707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d41ec86-a16a-43a2-890a-c1eafb17fa84 · outbound

This paper cites Concept steerers: Leveraging k-sparse autoencoders for controllable generations,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Concept steerers: Leveraging k-sparse autoencoders for controllable generations,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:49.226629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bda06ff1-686c-411c-9383-84b12cd7ff5d · outbound

This paper cites Saeuron: Interpretable concept unlearning in diffusion models with sparse autoencoders,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Saeuron: Interpretable concept unlearning in diffusion models with sparse autoencoders,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:49.378809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98946567-f948-456d-b087-6d6db937d9a3 · outbound

This paper cites Distorting embedding space for safety: A defense mechanism for adversarially robust diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Distorting embedding space for safety: A defense mechanism for adversarially robust diffusion models,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:49.531330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fad6897-e844-4e47-bf7f-f992846a8f20 · outbound

This paper cites Prompt sliders for fine-grained control, editing and erasing of concepts in diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Prompt sliders for fine-grained control, editing and erasing of concepts in diffusion models,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:49.695302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models.

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.

Observation 70600ec1-3c6e-4939-8922-1a0945845678 · outbound

This paper cites Safe Text-to-Image Generation: Simply Sanitize the Prompt Embedding.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Safe Text-to-Image Generation: Simply Sanitize the Prompt Embedding

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:49.902106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54dbde18-902e-4236-b99d-c79d95d1d1f1 · outbound

This paper cites Responsible diffusion models via constraining text embeddings within safe regions,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Responsible diffusion models via constraining text embeddings within safe regions,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:50.067397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7daf683-1090-4513-8974-9c5604a3f689 · outbound

This paper cites CRCE: Coreference-Retention Concept Erasure in Text-to-Image Diffusion Models.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression CRCE: Coreference-Retention Concept Erasure in Text-to-Image Diffusion Models

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:20:00.991224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation be4c540c-1494-47f7-a216-a9b10e9595b7 · outbound

This paper cites Ablating concepts in text-to-image diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Ablating concepts in text-to-image diffusion models,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:50.255274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be38313d-76cb-49cc-bf45-347120547ef2 · outbound

This paper cites Choose your anchor wisely: Effective unlearning diffusion models via concept reconditioning,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Choose your anchor wisely: Effective unlearning diffusion models via concept reconditioning,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:50.375436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35b9004f-5ecb-42db-bfcb-7385d8d9a2ef · outbound

This paper cites Dark Miner: Defend against undesirable generation for text-to-image diffusion models.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Dark Miner: Defend against undesirable generation for text-to-image diffusion models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:50.481782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c7be7c0-c374-4386-9188-05bb00954305 · outbound

This paper cites Separable Multi-Concept Erasure from Diffusion Models.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Separable Multi-Concept Erasure from Diffusion Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:50.604000Z

Source-reported events for the cited work

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Observation 478ebf23-0a5a-414a-bb4a-a690410bb09b · outbound

This paper cites Erasing concept combination from text-to-image diffusion model,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Erasing concept combination from text-to-image diffusion model,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:50.728598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1b4e8f1-68a9-4a5d-a700-a80d3c4fffe8 · outbound

This paper cites Continual Unlearning for Foundational Text-to-Image Models without Generalization Erosion.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Continual Unlearning for Foundational Text-to-Image Models without Generalization Erosion

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:50.835042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a03fc6f5-b104-4ad5-ba70-0bfd45595c6f · outbound

This paper cites All but one: Surgical concept erasing with model preservation in text-to-image diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression All but one: Surgical concept erasing with model preservation in text-to-image diffusion models,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:50.893531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9cd3cb3-fae8-45a9-9732-b9bdfa060e71 · outbound

This paper cites Growth inhibitors for suppressing inappropriate image concepts in diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Growth inhibitors for suppressing inappropriate image concepts in diffusion models,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:50.974092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8a0f2f8-8de4-482b-a53d-e5616f54b7d5 · outbound

This paper cites Concept pinpoint eraser for text-to-image diffusion models via residual attention gate,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Concept pinpoint eraser for text-to-image diffusion models via residual attention gate,

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:51.036857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b0e1546-cbbf-44dd-bb04-511aa087d4af · outbound

This paper cites Concept replacer: Replacing sensitive concepts in diffusion models via precision localization,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Concept replacer: Replacing sensitive concepts in diffusion models via precision localization,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:51.135593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation decd836b-2e2c-4141-b087-b304f79a3dec · outbound

This paper cites Detect-and-guide: Self- regulation of diffusion models for safe text-to-image generation via guideline token optimization,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Detect-and-guide: Self- regulation of diffusion models for safe text-to-image generation via guideline token optimization,

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:51.283681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4365c86-a9a4-4317-9c12-0d845dc22dfd · outbound

This paper cites CASteer: Cross-Attention Steering for Controllable Concept Erasure.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression CASteer: Cross-Attention Steering for Controllable Concept Erasure

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:51.455007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db95a97d-e2e7-4696-b027-6bd52633d544 · outbound

This paper cites Unified concept editing in diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Unified concept editing in diffusion models,

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:51.610959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc0a9abf-38b7-4690-ae1c-fbff02ceff8a · outbound

This paper cites Reliable and efficient concept erasure of text-to-image diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Reliable and efficient concept erasure of text-to-image diffusion models,

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:51.706954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76b1b0d1-deb2-4a41-814c-b9264a2e57a5 · outbound

This paper cites Mace: Mass concept erasure in diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Mace: Mass concept erasure in diffusion models,

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:51.827319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 657d47f2-9ffe-4754-b1fb-bf3277cc52cd · outbound

This paper cites Ace: Anti- editing concept erasure in text-to-image models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Ace: Anti- editing concept erasure in text-to-image models,

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:51.953247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30a46e93-c54a-414e-a48e-7fa425e9f4aa · outbound

This paper cites RealEra: Semantic-level Concept Erasure via Neighbor-Concept Mining.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression RealEra: Semantic-level Concept Erasure via Neighbor-Concept Mining

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:52.093567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c350803-a77e-4073-8170-4b4df9950360 · outbound

This paper cites Trce: Towards reliable malicious concept erasure in text-to-image diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Trce: Towards reliable malicious concept erasure in text-to-image diffusion models,

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:52.175725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ecb9393-8ba2-438b-8192-a2c14e52c6c2 · outbound

This paper cites Precise, fast, and low-cost concept erasure in value space: Orthogonal complement matters,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Precise, fast, and low-cost concept erasure in value space: Orthogonal complement matters,

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:52.307007Z

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This paper cites Speed: Scalable, precise, and efficient concept erasure for diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Speed: Scalable, precise, and efficient concept erasure for diffusion models,

Reference 56

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This paper cites Hiding and recovering knowledge in text-to-image diffusion models via learnable prompts,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Hiding and recovering knowledge in text-to-image diffusion models via learnable prompts,

Reference 57

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This paper cites Direct unlearning optimization for robust and safe text-to- image models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Direct unlearning optimization for robust and safe text-to- image models,

Reference 58

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This paper cites Conceptprune: Concept editing in diffusion models via skilled neuron pruning,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Conceptprune: Concept editing in diffusion models via skilled neuron pruning,

Reference 59

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This paper cites Pruning for robust concept erasing in diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Pruning for robust concept erasing in diffusion models,

Reference 60

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This paper cites Unveiling concept attribution in diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Unveiling concept attribution in diffusion models,

Reference 61

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Observation 5afc62b3-46e8-49f0-9cc3-4c08ed542a63 · outbound

This paper cites Robust Concept Erasure Using Task Vectors.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Robust Concept Erasure Using Task Vectors

Reference 62

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This paper cites Localized concept erasure for text-to-image diffusion models using training-free gated low-rank adaptation,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Localized concept erasure for text-to-image diffusion models using training-free gated low-rank adaptation,

Reference 63

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This paper cites Receler: Reliable concept erasing of text-to-image diffu- sion models via lightweight erasers,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Receler: Reliable concept erasing of text-to-image diffu- sion models via lightweight erasers,

Reference 64

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This paper cites One-dimensional adapter to rule them all: Concepts, diffusion models and erasing applications,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression One-dimensional adapter to rule them all: Concepts, diffusion models and erasing applications,

Reference 65

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This paper cites ACE: Attentional Concept Erasure in Diffusion Models.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression ACE: Attentional Concept Erasure in Diffusion Models

Reference 66

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This paper cites Erasing undesirable influence in diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Erasing undesirable influence in diffusion models,

Reference 67

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This paper cites AdvAnchor: Enhancing Diffusion Model Unlearning with Adversarial Anchors.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression AdvAnchor: Enhancing Diffusion Model Unlearning with Adversarial Anchors

Reference 68

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This paper cites Continuous Concepts Removal in Text-to-image Diffusion Models.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Continuous Concepts Removal in Text-to-image Diffusion Models

Reference 69

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This paper cites Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts

Reference 70

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Observation be8f2656-7c5d-4a8d-8f2f-bb2462cafd40 · outbound

This paper cites Salun: Empowering machine unlearning via gradient-based weight saliency in both image classification and generation,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Salun: Empowering machine unlearning via gradient-based weight saliency in both image classification and generation,

Reference 71

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This paper cites Erasing undesirable concepts in diffusion models with ad- versarial preservation,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Erasing undesirable concepts in diffusion models with ad- versarial preservation,

Reference 72

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Observation dae62ef1-5987-4c66-8c08-c1d3d1134c11 · outbound

This paper cites Fantastic targets for concept erasure in diffusion models and where to find them,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Fantastic targets for concept erasure in diffusion models and where to find them,

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:12.568595Z

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Observation 3df96bbb-1ff0-40e7-b022-806429383702 · outbound

This paper cites Towards robust concept erasure in diffusion models: Unlearning identity, nudity and artistic styles,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Towards robust concept erasure in diffusion models: Unlearning identity, nudity and artistic styles,

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:12.355308Z

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Observation 6e2bb954-e1c9-4580-9112-c8d15e08aad8 · outbound

This paper cites Unlearning concepts in diffusion model via concept domain correction and concept preserving gradient,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Unlearning concepts in diffusion model via concept domain correction and concept preserving gradient,

Reference 75

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Observation a18e512e-1c4c-4a97-aa75-e8ed5f86e8fc · outbound

This paper cites Stereo: Towards adversarially robust concept erasing from text-to-image gen- eration models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Stereo: Towards adversarially robust concept erasing from text-to-image gen- eration models,

Reference 76

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Observation ed9215da-c4c3-4863-b5de-7c8ba708ec14 · outbound

This paper cites Efficient fine-tuning and concept suppression for pruned diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Efficient fine-tuning and concept suppression for pruned diffusion models,

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:11.828252Z

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Observation e7af69fa-9319-4a4c-bcb5-c2e459d657da · outbound

This paper cites Meta-unlearning on diffusion models: Preventing relearning unlearned concepts,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Meta-unlearning on diffusion models: Preventing relearning unlearned concepts,

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:11.675048Z

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Observation 1e855573-f1c6-4131-9c96-3756ab061d55 · outbound

This paper cites Fine- grained erasure in text-to-image diffusion-based foundation models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Fine- grained erasure in text-to-image diffusion-based foundation models,

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:11.498386Z

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Observation ccab664f-5a3b-4386-a138-89a8898da2ee · outbound

This paper cites Safe- gen: Mitigating sexually explicit content generation in text-to-image models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Safe- gen: Mitigating sexually explicit content generation in text-to-image models,

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:11.323547Z

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Observation 94a0a050-5d9f-4df6-aed4-c56fc5d3bf87 · outbound

This paper cites Implicit concept removal of diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Implicit concept removal of diffusion models,

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:11.132684Z

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Observation 40b335c4-e240-42e6-a3a0-7795578ab8b9 · outbound

This paper cites Dumo: Dual encoder modulation network for precise concept erasure,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Dumo: Dual encoder modulation network for precise concept erasure,

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:10.975158Z

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Observation cee947ae-e1b0-4438-abf2-ab8bbc51fbe2 · outbound

This paper cites Concept Corrector: Erase concepts on the fly for text-to-image diffusion models.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Concept Corrector: Erase concepts on the fly for text-to-image diffusion models

Reference 83

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

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression AlignGuard: Scalable Safety Alignment for Text-to-Image Generation

Reference 84

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This paper cites SC-Pro: Training-Free Framework for Defending Unsafe Image Synthesis Attack.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression SC-Pro: Training-Free Framework for Defending Unsafe Image Synthesis Attack

Reference 85

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Observation d14988e1-debf-4bc2-ac95-791dde5ea5c6 · outbound

This paper cites MUNBa: Machine Unlearning via Nash Bargaining.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression MUNBa: Machine Unlearning via Nash Bargaining

Reference 86

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This paper cites Eraseanything: Enabling concept erasure in rectified flow transformers,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Eraseanything: Enabling concept erasure in rectified flow transformers,

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:10.810861Z

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Observation 4a8edddf-2d17-4405-865b-bbc0cdd70987 · outbound

This paper cites Steerdiff: Steering towards safe text- to-image diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Steerdiff: Steering towards safe text- to-image diffusion models,

Reference 88

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This paper cites Latent guard: a safety framework for text-to-image generation,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Latent guard: a safety framework for text-to-image generation,

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:10.621162Z

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Observation d01bb941-28cb-448a-a03a-77f355059c00 · outbound

This paper cites Guardt2i: Defending text-to-image models from adversarial prompts,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Guardt2i: Defending text-to-image models from adversarial prompts,

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:10.400014Z

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Observation b2c3b48e-fd72-4d17-9585-ca2ec517e317 · outbound

This paper cites Safe latent diffusion: Mitigating inappropriate degeneration in diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Safe latent diffusion: Mitigating inappropriate degeneration in diffusion models,

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:10.151716Z

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Observation 4cc0645d-8b38-41f5-8596-8e75d77b49a8 · outbound

This paper cites Training-free safe denoisers for safe use of diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Training-free safe denoisers for safe use of diffusion models,

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:09.847885Z

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Observation 2ebfcc04-205f-463b-8427-767de525e373 · outbound

This paper cites TraSCE: Trajectory Steering for Concept Erasure.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression TraSCE: Trajectory Steering for Concept Erasure

Reference 93

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Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Safeguarding Text-to-Image Generation via Inference-Time Prompt-Noise Optimization

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:57.022775Z

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Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Score forgetting distillation: A swift, data-free method for machine unlearning in diffusion models,

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:09.563140Z

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Observation 15ead29a-4503-40d0-ad2e-dc7f2ec0b098 · outbound

This paper cites Data unlearning in diffusion models,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Data unlearning in diffusion models,

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:09.293487Z

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Observation 6529b16f-f335-4787-8c31-fb9f35111daf · outbound

This paper cites Cat: Cross attention in vision transformer,.

Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Cat: Cross attention in vision transformer,

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:09.000839Z

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Observation 4a782df5-56c6-4a43-9a26-48d4ebc21bef · outbound

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Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Learning transferable visual models from natural language supervi- sion,

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:08.706937Z

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Observation 779ca36b-cb9f-4408-86c0-30105d1774e8 · outbound

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Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression High-resolution image synthesis with latent diffusion models,

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:08.607658Z

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Observation 704324c6-f578-4e58-95ca-d6e8001a80dc · outbound

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Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Red- teaming the stable diffusion safety filter,

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:20:08.554111Z

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Pith citing papers

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SafeRedir: Prompt Embedding Redirection for Robust Unlearning in Image Generation Models Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression

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Closed-Form Concept Erasure via Double Projections Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression

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Resolution: verified exact; arxiv_id, observed 2026-05-11T08:16:00.775101Z

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Observation 1605d307-fbbf-4a3f-a579-9023a5d1b435 · inbound

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The Attentional White Bear Effect in Transformer Language Models Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression

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