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Paper Citation Record · LEDGER

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters

As of 12 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2412.06143.

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

pith.paper-citation-record.v1
2412.06143 v2

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:03:02.276288Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

52 of 52 outbound references displayed

  • verified exact0
  • verified fuzzy26
  • unresolved26
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a988d659-66b2-498b-83d3-cd5bf0805c03 · outbound

This paper cites https : / / huggingface.co/CompVis/stable-diffusion- safety-checker, 2022.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters https : / / huggingface.co/CompVis/stable-diffusion- safety-checker, 2022

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 825b8ef6-6e33-4e88-b4ca-b0a3e8d640c4 · outbound

This paper cites https : / / huggingface.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters https : / / huggingface

Reference 2

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation f4e180f3-29ea-424e-8881-53b988f1b789 · outbound

This paper cites https://huggingface.co/ stabilityai/stable-diffusion-2, 2022.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters https://huggingface.co/ stabilityai/stable-diffusion-2, 2022

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation eaaede0f-077a-4775-862e-1a0abf670176 · outbound

This paper cites https://huggingface.co/ stabilityai/stable-diffusion-2-1 , 2022.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters https://huggingface.co/ stabilityai/stable-diffusion-2-1 , 2022

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.855707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 473120fc-3c06-44ed-9165-7fb44af771b3 · outbound

This paper cites https : / / huggingface.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters https : / / huggingface

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.841602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 52b95c2a-26b4-4a5d-93cc-dd8d83a0ff26 · outbound

This paper cites https://huggingface.co/Lykon/ DreamShaper, 2023.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters https://huggingface.co/Lykon/ DreamShaper, 2023

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.829001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 4e420144-1933-4190-aae6-c76693a1a275 · outbound

This paper cites https : / / huggingface.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters https : / / huggingface

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.816535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 3212bc10-3ff4-4bbc-ae93-b7972b250568 · outbound

This paper cites Nudenet: Neural nets for nudity detec- tion and censoring, 2022.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Nudenet: Neural nets for nudity detec- tion and censoring, 2022

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.802471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T20:03:02.088525Z digest=sha256:b31e3333ba8f6781c5ac7fc4cc2bcc4c03079e597ddaadcb442b4d66fccf7810

Observation b4800331-9007-42f3-acb6-dd425f93b2a0 · outbound

This paper cites Multimodal datasets: misogyny, pornography, and malignant stereotypes.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Multimodal datasets: misogyny, pornography, and malignant stereotypes

Reference 9

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no resolver link, observed 2026-08-11T20:03:02.096671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.096671Z digest=sha256:f997dcba842cc5e6ca487ff5744cd2082f431ee373cf77b72984235f1f50a37f

Observation 6c8457bf-05ff-48ad-83c2-69f10384a31b · outbound

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

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Extracting training data from diffu- sion models

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.788824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 4cb2c11a-6191-4929-8ade-5453ea3c5f25 · outbound

This paper cites Diffusion models beat gans on image synthesis.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Diffusion models beat gans on image synthesis

Reference 11

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no resolver link, observed 2026-08-11T20:03:02.106537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation c33adefe-cadc-4f29-af69-3a98ba3c1c64 · outbound

This paper cites Erasing concepts from diffusion models.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Erasing concepts from diffusion models

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.763563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation b505ad48-6b6b-4da1-a690-0439c9265bfe · outbound

This paper cites Unified concept editing in diffusion models.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Unified concept editing in diffusion models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.116272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.116272Z digest=sha256:42ad385a6df53dbbe7e84341501db4bd026ef009baaa8ff5c42a09b48787c60a

Observation 4fb026f8-1ad5-4def-b003-f6c68d49a375 · outbound

This paper cites Selective amnesia: A contin- ual learning approach to forgetting in deep generative mod- els.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Selective amnesia: A contin- ual learning approach to forgetting in deep generative mod- els

Reference 14

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unresolved
no resolver link, observed 2026-08-11T20:03:02.120524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.120524Z digest=sha256:3f8a65195a5a25d6a057a28682290d982bb4b4bae256450e5f0fb5eb9d6cd3be

Observation 5fef3dcf-3551-4e94-b627-e43e5f9bf6d0 · outbound

This paper cites Prompt-to-prompt image editing with cross-attention control.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Prompt-to-prompt image editing with cross-attention control

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.125025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation e9fb11aa-2e3b-4d36-a36d-ce54609d7dfa · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilib- rium.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Gans trained by a two time-scale update rule converge to a local nash equilib- rium

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.129068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.129068Z digest=sha256:19435e962e57d9e159a12fbe19d6b835fd2ef23ff5c5f3ab1fed51e90508ff95

Observation 7fb078d0-1f60-4cd8-a16b-3ed1c74ead80 · outbound

This paper cites Classifier-free diffusion guidance.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Classifier-free diffusion guidance

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.719976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation b43a7130-727d-46d6-a336-5457147c2221 · outbound

This paper cites Denoising dif- fusion probabilistic models.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Denoising dif- fusion probabilistic models

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.136652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 57d65736-4fff-418e-a891-037c686ba2d3 · outbound

This paper cites Auto-Encoding Variational Bayes.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Auto-Encoding Variational Bayes

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.140441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 16e685ae-ea2f-4556-8235-0ad98813100e · outbound

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

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Ablating con- cepts in text-to-image diffusion models

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.696589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 417dffd3-1300-40f2-93a1-af17a1e24269 · outbound

This paper cites Deep nn for nsfw detection.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Deep nn for nsfw detection

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.681499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation bad2ecb2-dc01-4324-940d-74a1bb10c410 · outbound

This paper cites Improving Synthetic Image Detection Towards Generalization: An Image Transformation Perspective.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Improving Synthetic Image Detection Towards Generalization: An Image Transformation Perspective

Reference 22

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b3284049-db73-40ad-a1b1-dfc11a8d2e82 · outbound

This paper cites Model Inversion Attacks Through Target-Specific Conditional Diffusion Models.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Model Inversion Attacks Through Target-Specific Conditional Diffusion Models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.156683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 1ee694c4-5336-4883-ae9a-ad02838ed960 · outbound

This paper cites Get what you want, not what you don’t: Image content suppression for text-to-image diffusion mod- els.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Get what you want, not what you don’t: Image content suppression for text-to-image diffusion mod- els

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.668431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 8a458c9d-d48d-45a1-98c9-befe43dcffa4 · outbound

This paper cites Dpm-solver: A fast ode solver for diffusion probabilistic model sampling in around 10 steps.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Dpm-solver: A fast ode solver for diffusion probabilistic model sampling in around 10 steps

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.164864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 2b48bec7-ffd3-4dbf-a9e7-19fe4fdfc4ad · outbound

This paper cites Mace: Mass concept erasure in diffu- sion models.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Mace: Mass concept erasure in diffu- sion models

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.648522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation c33684fd-8d78-4f43-a05e-1084005151ad · outbound

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

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters One-dimensional adapter to rule them all: Concepts diffusion models and erasing applications

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.636526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 112d08fb-9091-40ae-9355-13c5bda27583 · outbound

This paper cites Locating and editing factual associations in gpt.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Locating and editing factual associations in gpt

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.623947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 282f5238-417f-4b4a-8638-6badce0af884 · outbound

This paper cites Matrix analysis and applied linear algebra.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Matrix analysis and applied linear algebra

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.611342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 4aae7ddf-f0d7-4fce-97f2-cd9f1925722a · outbound

This paper cites Improved denoising diffusion probabilistic models.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Improved denoising diffusion probabilistic models

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.184410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 33d67a8c-958e-4cc2-a096-0c490b9a466c · outbound

This paper cites Sdxl: Improving latent diffusion models for high-resolution image synthesis.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Sdxl: Improving latent diffusion models for high-resolution image synthesis

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.590878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T20:03:02.188602Z digest=sha256:ba89ab930f4ce64cb1efbda116770f9b6ec826dff8bc11c14c5eb21adce3f307

Observation 8340947e-cf6b-4717-96b9-1c2e66b6ab08 · outbound

This paper cites Controlling text-to-image diffusion by orthogo- nal finetuning.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Controlling text-to-image diffusion by orthogo- nal finetuning

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.577251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T20:03:02.192889Z digest=sha256:422fdb3f071747eedee68fd0b6079427f91d4261ddbf18455d85b0d029f83331

Observation e37558e5-99d5-4647-9e67-15cb46557690 · outbound

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

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Learning transferable visual models from natural language supervi- sion

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.197641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.197641Z digest=sha256:96e526fc5304ace23873eeb2275f7f47d6bd192315c6a56bd0d9947431e219b4

Observation f609920a-2a17-4f73-a502-ab02066f4229 · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Exploring the limits of transfer learning with a unified text-to-text transformer

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.557716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T20:03:02.201479Z digest=sha256:792af2cd598293b78fe1d4d18a47895a85f47d385ab7cfb32cf6e3e1bb1ff158

Observation 9fba46b0-f534-4147-9bf8-3139966621d1 · outbound

This paper cites Red-Teaming the Stable Diffusion Safety Filter.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Red-Teaming the Stable Diffusion Safety Filter

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.205677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.205677Z digest=sha256:4329922d2b98080ed710e2135352bbccdb01a652b48e9b4d69e7665a603ff331

Observation d8b7046f-d2aa-4577-a81d-2002ac62333e · outbound

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

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters High-resolution image synthesis with latent diffusion models

Reference 36

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unresolved
no resolver link, observed 2026-08-11T20:03:02.210388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.210388Z digest=sha256:188f59aa9cbfe5a225cbdc9a684f8a6a1f1223084b1e3ea8fc3a197ad93f2ed0

Observation eb56529d-0e87-4d45-8dd2-043d4673bfab · outbound

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

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters U- net: Convolutional networks for biomedical image segmen- tation

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.215451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.215451Z digest=sha256:5559f0876f2939cde9a848cdde5db9f8d1ea4c06763aea1294d2330fa7b24fe2

Observation 87832be5-cd34-4174-aa9f-1dc38ec9faef · outbound

This paper cites an unresolved cited work.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-11T20:03:02.528238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T20:03:02.219590Z digest=sha256:950adebd8a0b06a979d92f3360611922d4a5630e5b25ef2cf38ccf5e23bda140

Observation 0accdbac-a876-49e5-99c5-1a73ff613602 · outbound

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

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Safe latent diffusion: Mitigating inappro- priate degeneration in diffusion models

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.514608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T20:03:02.223771Z digest=sha256:8d2f2ceaf1df88560f92a894ec4f9e44bb684f6f18cf95853a1330a13df563a5

Observation 549b012c-5461-42c9-9961-864e4fc961b9 · outbound

This paper cites Laion- 400m: Open dataset of clip-filtered 400 million image-text pairs.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Laion- 400m: Open dataset of clip-filtered 400 million image-text pairs

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.227491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.227491Z digest=sha256:323413355437d8aff705aa7fe7e3b50a1da11dd979eeec7491670913ad11f2e6

Observation 0416cd58-e9b9-4023-b443-23eb4226ad36 · outbound

This paper cites Laion-5b: An open large-scale dataset for training next generation image-text models.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Laion-5b: An open large-scale dataset for training next generation image-text models

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.231398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.231398Z digest=sha256:4b4bcc46d203ee9d5433b661d8c774979064716a4ef98af7aead1576dd5ff7cb

Observation b6528b5c-0ba8-4d96-9ada-1ead788511ea · outbound

This paper cites Glaze: Protecting artists from style mimicry by {Text-to-Image} models.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Glaze: Protecting artists from style mimicry by {Text-to-Image} models

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.481104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T20:03:02.235383Z digest=sha256:22c5ed77b385fd4db914e6255a7122ef1c7a4009783a1aeec0b3a15d8fb468a7

Observation 8e41e764-70da-43a6-bfca-2c2cf07fa7c4 · outbound

This paper cites Improving Image Captioning with Better Use of Captions.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Improving Image Captioning with Better Use of Captions

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.239369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.239369Z digest=sha256:30398d9cf990572bf3d13269307e02c6f4ad3c395252b1c105b8759c34e4bd2c

Observation eedd3a77-b178-4c79-a446-76f737c85366 · outbound

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

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Diffusion art or digital forgery? investigating data replication in diffusion models

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.243754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.243754Z digest=sha256:67771ecc3fce1b9bc99c99f1321c6796a0f05adbf58755b045de33cb490e2cc7

Observation d847ec64-e467-4a26-81c0-86c05b0d1e5b · outbound

This paper cites Key-locked rank one editing for text-to-image personaliza- tion.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Key-locked rank one editing for text-to-image personaliza- tion

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.247909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.247909Z digest=sha256:9904f174fbf4a7187050070a9dc986bf3db926e1ebcddd3f09102332fdf45c3f

Observation 4d34fff3-2910-4eb1-aec0-b5a364b4566a · outbound

This paper cites Ring-a-bell! how reliable are concept removal methods for diffusion models? In The Twelfth International Conference on Learning Representations.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Ring-a-bell! how reliable are concept removal methods for diffusion models? In The Twelfth International Conference on Learning Representations

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.453637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T20:03:02.252540Z digest=sha256:cdfd87e40972c65221181ca7302d71701629a034abeed002556d362869fc1938

Observation 3e22bd1c-acf4-4880-829e-17e6e6351767 · outbound

This paper cites Attention is all you need.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Attention is all you need

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.256518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.256518Z digest=sha256:c97b1bdcf7d2e7b34dcdfd9b2d078dd0755cb2c0ee7bb2efd3eb21f43648b1cc

Observation 5156c76c-4b10-4002-b337-3687f3fef687 · outbound

This paper cites Erasing Undesirable Influence in Diffusion Models.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Erasing Undesirable Influence in Diffusion Models

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.260381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.260381Z digest=sha256:57c55e43d472594f3949d094f9fef44d391aefcf52156926e45be2513d0ec83b

Observation c021774a-ac4d-4861-8e91-cccbe5590a9d · outbound

This paper cites Mma-diffusion: Multimodal attack on diffusion models.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Mma-diffusion: Multimodal attack on diffusion models

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.264859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.264859Z digest=sha256:4dd1e5e349efefb37a61d3dc31fd8043c5e3a3570a1e43b56c589d512f5ba3ba

Observation 83e45304-dd58-46e8-b64d-62f1141c4bdc · outbound

This paper cites IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-11T20:03:02.268613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:03:02.268613Z digest=sha256:c2a7ec9ab2650b1f17b4a6656645aaf65ded3d922d09286ee42bd3702519d247

Observation eb951985-e8f1-4acd-81a0-7b86171cc4f6 · outbound

This paper cites Safree: Training-free and adaptive guard for safe text-to-image and video generation.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Safree: Training-free and adaptive guard for safe text-to-image and video generation

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.424950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T20:03:02.272538Z digest=sha256:aa6d58cdd367d11ecc48a8dedd19d3237f0e1b5c1b52b9bb2d7b06f10e1711be

Observation 408e8b7e-03eb-4eec-a3c7-4ca7a1c835d6 · outbound

This paper cites Mickey” exhibits a relatively large cosine similarity of 0.65 with the target concept “Snoopy.

Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters Mickey” exhibits a relatively large cosine similarity of 0.65 with the target concept “Snoopy

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:03:02.411395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T20:03:02.276288Z digest=sha256:d3ea551ef4fa548442e062b052dfbef0aaf7b54324b9b81775d58786eb7c0cfb

Pith citing papers

No inbound Pith citation observations are available.