Paper Citation Record · LEDGER

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them

As of 17 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 9 inbound Pith citation observations for arXiv:2501.18950.

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

pith.paper-citation-record.v1
2501.18950 v3

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T21:56:40.314432Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:29:39.595584Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T16:09:57.496306Z

Reference resolution

32 of 32 outbound references displayed

verified exact1
verified fuzzy14
unresolved14
parse uncertain0
malformed identifier3
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c7f834f2-fe82-49bd-9197-ae74e23a3e64 · outbound

This paper cites Decision-Based Adversarial Attacks: Reliable Attacks Against Black-Box Machine Learning Models.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Decision-Based Adversarial Attacks: Reliable Attacks Against Black-Box Machine Learning Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-09T21:56:40.158788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dae1aecc-ede6-4dbc-b73d-437948bfae40 · outbound

This paper cites an unresolved cited work.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-09T21:56:40.637368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 15910266-d91a-4ba8-90fe-94a42b1e2149 · outbound

This paper cites an unresolved cited work.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-09T21:56:40.626094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fc204fd3-cf6a-4459-ba57-3349e59482c4 · outbound

This paper cites Church,” “French Horn,.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Church,” “French Horn,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.607283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c1283ba8-da96-47e5-9259-b6bf34502f39 · outbound

This paper cites Nudenet: Neural nets for nudity classification, detection and selective censorin.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Nudenet: Neural nets for nudity classification, detection and selective censorin

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.778131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6c050371-9c81-4793-9d75-4ceccdcb3d74 · outbound

This paper cites a photo of a c1 and a c2.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them a photo of a c1 and a c2

Reference 8

Resolution: malformed identifier; raw_fallback, observed 2026-08-09T21:56:40.616516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 54bdd66e-e5b3-4712-9ecf-913326123693 · outbound

This paper cites Robin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser, and Bj ¨orn Ommer.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Robin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser, and Bj ¨orn Ommer

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.769555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation af9260bb-de43-48ee-b39e-98ae6fb2dc62 · outbound

This paper cites doi: 10.18653/v1/2020.acl-main.664.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them doi: 10.18653/v1/2020.acl-main.664

Reference 10

Resolution: verified exact; doi, observed 2026-08-09T21:56:40.345290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dd805b0e-81b6-4b36-8300-502eaab85e8e · outbound

This paper cites Nonetheless, a weak impact on other concepts can still be detected using complementary metrics.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Nonetheless, a weak impact on other concepts can still be detected using complementary metrics

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.648022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7abb10ab-44df-4809-80ce-90cb9af4fcb9 · outbound

This paper cites Sneakyprompt: Jailbreaking text-to-image generative models.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Sneakyprompt: Jailbreaking text-to-image generative models

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.759684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 84095f6e-1094-45ea-be72-a119ebf16596 · outbound

This paper cites Forget-Me-Not: Learning to Forget in Text-to-Image Diffusion Models.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Forget-Me-Not: Learning to Forget in Text-to-Image Diffusion Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T21:56:40.250092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca64d85e-d6e9-4a9b-9449-a64ddd66556e · outbound

This paper cites Despite significant efforts in curating training data, pre-processing methods often leave models inadequately sanitized, as shown in Gandikota et al.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Despite significant efforts in curating training data, pre-processing methods often leave models inadequately sanitized, as shown in Gandikota et al

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.740182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ed97cea9-b5d0-4229-abb6-29e75a84fd24 · outbound

This paper cites an unresolved cited work.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-09T21:56:40.731565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1c88f796-f193-4fd2-8fea-62068e15610d · outbound

This paper cites an unresolved cited work.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-09T21:56:40.723527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3ae46ee2-5d5d-44de-bed5-8b3d18c21863 · outbound

This paper cites Within fine-tuning, there are two main branches of concept erasing techniques: (1) Attention-based, and (2) Output-based or optimization-based.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Within fine-tuning, there are two main branches of concept erasing techniques: (1) Attention-based, and (2) Output-based or optimization-based

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.714780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 262f3122-ae4f-44d8-8725-32c013019132 · outbound

This paper cites an unresolved cited work.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-09T21:56:40.705194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7eaadf71-614f-461e-ad6e-46b05c568029 · outbound

This paper cites an unresolved cited work.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-09T21:56:40.696167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 932f1fc7-33ba-4da1-8dfa-dd385316eda9 · outbound

This paper cites Unlike attention-based methods, this approach requires intermediate imageszt sampled at various time steps t during the diffusion process.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Unlike attention-based methods, this approach requires intermediate imageszt sampled at various time steps t during the diffusion process

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.686692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4786ddef-ea32-4bb6-87c2-5aeac4ad05cd · outbound

This paper cites Limitation.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Limitation

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.677743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2772419d-42bc-44fa-916c-89514466aa19 · outbound

This paper cites an unresolved cited work.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-09T21:56:40.668243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 327f3308-d04f-4052-b084-c69cbbb33503 · outbound

This paper cites Bell Cote.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Bell Cote

Reference 24

Resolution: malformed identifier; raw_fallback, observed 2026-08-09T21:56:40.658045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e39c14b8-d203-4dc3-b393-9b10f8c07c6e · outbound

This paper cites Church”. Each column represents different fine-tuning steps in increasing order. Each subfigure represents for different vocabularies. [“Chapel,.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Church”. Each column represents different fine-tuning steps in increasing order. Each subfigure represents for different vocabularies. [“Chapel,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.598164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f7966a48-446c-4a38-afae-48832042f677 · outbound

This paper cites an unresolved cited work.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Unresolved cited work

Reference 31

Resolution: malformed identifier; raw_fallback, observed 2026-08-09T21:56:40.587647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8ad9ba2a-c91f-47ea-b3b2-961cf7a88d33 · outbound

This paper cites Erasing Artistic Concepts Figures 24, 25 show the results of erasing artistic style concepts using our method compared to the baselines.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Erasing Artistic Concepts Figures 24, 25 show the results of erasing artistic style concepts using our method compared to the baselines

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.577764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a42e6293-93d5-4caf-9890-e1a14e8cfb1b · outbound

This paper cites Rinon Gal, Yuval Alaluf, Yuval Atzmon, Or Patashnik, Amit H Bermano, Gal Chechik, and Daniel Cohen-Or.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Rinon Gal, Yuval Alaluf, Yuval Atzmon, Or Patashnik, Amit H Bermano, Gal Chechik, and Daniel Cohen-Or

Reference 2009

Resolution: unresolved; no resolver link, observed 2026-08-09T21:56:40.219170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b769daad-f9d6-4767-b267-f039a0a9fe02 · outbound

This paper cites Erasing undesirable concepts in diffusion models with adversarial preservation.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Erasing undesirable concepts in diffusion models with adversarial preservation

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.796017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a8b65822-ec6c-46f5-9b90-27d5ae55cc19 · outbound

This paper cites 16 C.2 Metric to measure the generation capability of the model.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them 16 C.2 Metric to measure the generation capability of the model

Reference 2018

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.749835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f6a91112-e68d-43fa-9577-82b7cf14668b · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them LoRA: Low-Rank Adaptation of Large Language Models

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-09T21:56:40.222664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9bd183a-7557-4ab1-82e9-6c7beb7216b2 · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-09T21:56:40.234922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e7580ca-9535-4f93-b611-348a5264a54a · outbound

This paper cites Erasing Undesirable Influence in Diffusion Models.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Erasing Undesirable Influence in Diffusion Models

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-09T21:56:40.243803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 107f591e-41d2-42c3-82c9-0de468792313 · outbound

This paper cites Minh Pham, Kelly O Marshall, and Chinmay Hegde.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Minh Pham, Kelly O Marshall, and Chinmay Hegde

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-09T21:56:40.228947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 549d2e13-30d7-446a-8f3e-ed2e68abbd00 · outbound

This paper cites Editing implicit assumptions in text-to-image diffusion models.

Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them Editing implicit assumptions in text-to-image diffusion models

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:56:40.786985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation 09ef3d9c-3347-43b4-b2c2-54b2049fb07a · inbound

TraSCE: Trajectory Steering for Concept Erasure cites this paper.

TraSCE: Trajectory Steering for Concept Erasure Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T18:42:14.887879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2344d4be-bfa3-423f-a462-3a73f2826645 · inbound

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

Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T12:29:39.595584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9670e05-aa9f-4b0d-996f-e554594d270f · inbound

Automating Evaluation of Diffusion Model Unlearning with (Vision-) Language Model World Knowledge cites this paper.

Automating Evaluation of Diffusion Model Unlearning with (Vision-) Language Model World Knowledge Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:36.861226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b0f7472-fe43-4adf-93de-bcedcd542e3d · inbound

A Unified Framework for Diffusion Model Unlearning with f-Divergence cites this paper.

A Unified Framework for Diffusion Model Unlearning with f-Divergence Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:18.392244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b99dd0ea-91ca-4a88-bad3-ee88224ea0e6 · inbound

Rethinking Robust Adversarial Concept Erasure in Diffusion Models cites this paper.

Rethinking Robust Adversarial Concept Erasure in Diffusion Models Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T07:05:02.212925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12f62f0d-62d5-4bb0-8cbf-da375e2670da · inbound

Erasure or Erosion? Evaluating Compositional Degradation in Unlearned Text-To-Image Diffusion Models cites this paper.

Erasure or Erosion? Evaluating Compositional Degradation in Unlearned Text-To-Image Diffusion Models Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:20:51.459943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9e39c3f6-cd65-4127-910b-2f5b49df3bfc · inbound

Empty SPACE: Cross-Attention Sparsity for Concept Erasure in Diffusion Models cites this paper.

Empty SPACE: Cross-Attention Sparsity for Concept Erasure in Diffusion Models Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-12T03:21:18.823385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9785658b-4a72-49b6-b5f1-296419c39ae7 · inbound

Co-occurring associated retained concepts in Diffusion Unlearning cites this paper.

Co-occurring associated retained concepts in Diffusion Unlearning Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T16:09:57.497901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 156bdb6a-e5e2-489f-b91e-3a35f5d60266 · inbound

MapRoute++: Surrogate-Guided Semantic Routing for Visual Concept Unlearning cites this paper.

MapRoute++: Surrogate-Guided Semantic Routing for Visual Concept Unlearning Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-14T10:13:33.631731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.