Paper Citation Record · LEDGER

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations

As of 15 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2608.08664.

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

pith.paper-citation-record.v1
2608.08664 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:33:48.677516Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

46 of 46 outbound references displayed

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verified fuzzy31
unresolved13
parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation df2cef2a-aa61-4091-ae75-d1ce3243b79b · outbound

This paper cites Explainable artificial intelli- gence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI.Information Fusion, 58:82–115, 2020.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Explainable artificial intelli- gence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI.Information Fusion, 58:82–115, 2020

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.499388Z

Source-reported events for the cited work

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Observation 5722dbe6-7e8a-4b93-957a-a138910bc035 · outbound

This paper cites Diffu- sion visual counterfactual explanations.Advances in Neural Information Processing Systems, 35:364–377, 2022.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Diffu- sion visual counterfactual explanations.Advances in Neural Information Processing Systems, 35:364–377, 2022

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.481952Z

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Observation f2b65e98-d97d-4d9e-bdb8-789c13b85517 · outbound

This paper cites Sparse visual counterfactual explanations in image space.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Sparse visual counterfactual explanations in image space

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.467035Z

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Observation 78188967-42c7-494c-9b47-b4eac256ad4c · outbound

This paper cites Parkhi, and Andrew Zisserman.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Parkhi, and Andrew Zisserman

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.451592Z

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Observation baac0900-9934-4959-923c-70717b6aff2e · outbound

This paper cites Exploring simple Siamese representation learning.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Exploring simple Siamese representation learning

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.436511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b0408d06-187f-437a-8fb3-a412a9fd0bea · outbound

This paper cites StarGAN: Unified generative adversarial networks for multi-domain image-to- image translation.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations StarGAN: Unified generative adversarial networks for multi-domain image-to- image translation

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.413852Z

Source-reported events for the cited work

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Observation 697d3801-43e4-48e4-8119-67bd56d6e97d · outbound

This paper cites Diffusion models beat GANs on image syn- thesis.Advances in Neural Information Processing Systems, 34:8780–8794, 2021.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Diffusion models beat GANs on image syn- thesis.Advances in Neural Information Processing Systems, 34:8780–8794, 2021

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.390520Z

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Observation 36d4fdcf-50fa-40c5-90e8-949675e0ce2d · outbound

This paper cites Latent Diffusion Counterfactual Explanations.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Latent Diffusion Counterfactual Explanations

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:48.466924Z

Source-reported events for the cited work

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Observation 75276fec-7b76-4233-b52a-fc10bf4e4610 · outbound

This paper cites DeCoDEx: Confounder Detector Guidance for Improved Diffusion-based Counterfactual Explanations.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations DeCoDEx: Confounder Detector Guidance for Improved Diffusion-based Counterfactual Explanations

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:48.472773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58cf3c06-eedb-4c8a-af5b-3a44017c93e2 · outbound

This paper cites Counter- factual visual explanations.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Counter- factual visual explanations

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.373640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 862812e5-a50a-495b-8a03-94630f24abf4 · outbound

This paper cites MaskDiME: Adaptive Masked Diffusion for Precise and Efficient Visual Counterfactual Explanations.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations MaskDiME: Adaptive Masked Diffusion for Precise and Efficient Visual Counterfactual Explanations

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:33:48.864731Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1f1c77dc-e9bc-40f5-953e-fd4df614dab8 · outbound

This paper cites AttGAN: Facial attribute editing by only changing what you want.IEEE Transactions on Image Processing, 28(11):5464–5478, 2019.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations AttGAN: Facial attribute editing by only changing what you want.IEEE Transactions on Image Processing, 28(11):5464–5478, 2019

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.357717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fda91403-4be7-459d-acd8-40cb1a9c3742 · outbound

This paper cites Generating visual explanations.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Generating visual explanations

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.339513Z

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Observation b8667ea9-6b66-43a0-9a4b-a562f3606487 · outbound

This paper cites GANs trained by a two time-scale update rule converge to a local Nash equilibrium.Advances in Neural Information Processing Systems, 30, 2017.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations GANs trained by a two time-scale update rule converge to a local Nash equilibrium.Advances in Neural Information Processing Systems, 30, 2017

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.312450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ba536e88-901a-47cf-8119-2c749fd0a174 · outbound

This paper cites Denoising diffusion probabilistic models.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Denoising diffusion probabilistic models

Reference 15

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Source-reported events for the cited work

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Observation 9c55e99f-ffe5-438c-a381-13ed46535b37 · outbound

This paper cites Weinberger.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Weinberger

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.281902Z

Source-reported events for the cited work

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Observation bb708d68-b53e-4a79-8c5a-70514e05f7b4 · outbound

This paper cites CheXpert: A large chest radiograph dataset with uncertainty labels and expert com- parison.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations CheXpert: A large chest radiograph dataset with uncertainty labels and expert com- parison

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.267419Z

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Observation 99f027d2-7006-417f-b452-6872e8430caa · outbound

This paper cites STEEX: Steering counterfactual explanations with semantics.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations STEEX: Steering counterfactual explanations with semantics

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.251293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dcd5a849-4184-464f-a699-07c35f28904a · outbound

This paper cites Diffusion models for counterfac- tual explanations.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Diffusion models for counterfac- tual explanations

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.231921Z

Source-reported events for the cited work

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Observation 969e5989-4320-4852-9b12-68ae3b238a3c · outbound

This paper cites Adversarial counterfactual visual explanations.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Adversarial counterfactual visual explanations

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.212972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f4f26791-02af-4750-98b7-4011fbbef812 · outbound

This paper cites Text-to-image models for coun- terfactual explanations: A black-box approach.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Text-to-image models for coun- terfactual explanations: A black-box approach

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.192778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9fa320a9-da99-4b08-b40c-899b7e26dec6 · outbound

This paper cites Perceptual losses for real-time style transfer and super-resolution.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Perceptual losses for real-time style transfer and super-resolution

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.176594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f5f0d97a-c695-48eb-87a5-ca24ff61f3ba · outbound

This paper cites xGEMs: Generating Examplars to Explain Black-Box Models.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations xGEMs: Generating Examplars to Explain Black-Box Models

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:33:48.838376Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 84015994-8851-4216-880b-a8e720e10144 · outbound

This paper cites Progressive Growing of GANs for Improved Quality, Stability, and Variation.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Progressive Growing of GANs for Improved Quality, Stability, and Variation

Reference 24

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Source-reported events for the cited work

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Observation 48e07e5c-44e4-429d-bd5b-0cd6242e6e42 · outbound

This paper cites Cycle-consistent counterfactuals by latent transforma- tions.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Cycle-consistent counterfactuals by latent transforma- tions

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.159547Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4874a185-06a4-4b53-9420-820d9c4c9ea4 · outbound

This paper cites Interpretability beyond feature attribution: Quantitative testing with concept activation vectors (TCA V).

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Interpretability beyond feature attribution: Quantitative testing with concept activation vectors (TCA V)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.142197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ab7a4c4e-7d35-45ab-bd1f-ded6e79d2288 · outbound

This paper cites PRISM: High-Resolution & Precise Counterfactual Medical Image Generation using Language-guided Stable Diffusion.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations PRISM: High-Resolution & Precise Counterfactual Medical Image Generation using Language-guided Stable Diffusion

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:48.574791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1cc9ab1-4796-4709-8f72-f4e8358b0053 · outbound

This paper cites Freeman, Phillip Isola, Amir Globerson, Michal Irani, et al.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Freeman, Phillip Isola, Amir Globerson, Michal Irani, et al

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.126934Z

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Observation 2cfad392-4375-4c33-9c97-fe0d30807e1a · outbound

This paper cites Flow Matching for Generative Modeling.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Flow Matching for Generative Modeling

Reference 29

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Source-reported events for the cited work

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Observation c193f92e-3ddd-4c96-a5a0-96370dbe818e · outbound

This paper cites Rectified Flow: A Marginal Preserving Approach to Optimal Transport.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Rectified Flow: A Marginal Preserving Approach to Optimal Transport

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:48.590550Z

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Observation a359abaf-70b0-4ef0-8b82-f7a38b0fa868 · outbound

This paper cites Flow straight and fast: Learning to generate and transfer data with rectified flow.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Flow straight and fast: Learning to generate and transfer data with rectified flow

Reference 31

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Observation 8a36a54c-f77d-406e-964c-ba9147bb067d · outbound

This paper cites InstaFlow: One step is enough for high-quality diffusion-based text-to-image generation.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations InstaFlow: One step is enough for high-quality diffusion-based text-to-image generation

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.100255Z

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Observation 9431fd5e-6b7c-4868-a206-47ba65d01d32 · outbound

This paper cites Deep learning face attributes in the wild.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Deep learning face attributes in the wild

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.085255Z

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Observation 279c9d6e-e866-4544-8e06-804061cddf89 · outbound

This paper cites One-step Latent-free Image Generation with Pixel Mean Flows.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations One-step Latent-free Image Generation with Pixel Mean Flows

Reference 34

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Observation d99fd09b-9e96-4fdc-ac05-70b6c7802cbb · outbound

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FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Unresolved cited work

Reference 35

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Observation b3e121a2-9516-4db5-aa30-d59159d9350e · outbound

This paper cites Beyond trivial counterfactual explanations with diverse valuable explanations.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Beyond trivial counterfactual explanations with diverse valuable explanations

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.054268Z

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Observation 9c42dabf-bfe7-41e4-a5a5-e52db781ee21 · outbound

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

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations High-resolution image synthesis with latent diffusion models

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.038687Z

Source-reported events for the cited work

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Observation ee5dc39e-6a9a-4a09-a60a-3ce300905807 · outbound

This paper cites Rudin, Stanley Osher, and Emad Fatemi.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Rudin, Stanley Osher, and Emad Fatemi

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.020757Z

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Observation 841af5dd-22a6-4ba4-95bc-1ab21a200040 · outbound

This paper cites Selvaraju, Michael Cogswell, Abhishek Das, Ramakrishna Vedantam, Devi Parikh, and Dhruv Batra.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Selvaraju, Michael Cogswell, Abhishek Das, Ramakrishna Vedantam, Devi Parikh, and Dhruv Batra

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:49.001609Z

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Observation 569376cf-d116-432a-bcc4-35f80240c6ca · outbound

This paper cites Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps

Reference 40

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Observation 335639d7-5c53-4d70-8206-2905c72d042b · outbound

This paper cites SmoothGrad: removing noise by adding noise.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations SmoothGrad: removing noise by adding noise

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-14T04:33:48.651201Z

Source-reported events for the cited work

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Observation 9d460466-40a0-4b77-9daa-4c12fe5136b9 · outbound

This paper cites Rethinking visual counterfactual explanations through region con- straint.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Rethinking visual counterfactual explanations through region con- straint

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:48.982298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9acae7a5-eff8-431f-bcee-1e4ff3ec9e2c · outbound

This paper cites Counterfactual explanations without opening the black box: Automated decisions and the GDPR.Harvard Journal of Law & Technology, 31(2):841–887, 2017.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Counterfactual explanations without opening the black box: Automated decisions and the GDPR.Harvard Journal of Law & Technology, 31(2):841–887, 2017

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:48.964986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8628136d-6a44-4829-9ded-712d0557a78e · outbound

This paper cites Fast diffusion-based counterfactuals for shortcut removal and generation.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Fast diffusion-based counterfactuals for shortcut removal and generation

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:48.947547Z

Source-reported events for the cited work

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Observation 3ac6c967-3594-4188-96ef-7e6ad418145a · outbound

This paper cites Text-to- image rectified flow as plug-and-play priors.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Text-to- image rectified flow as plug-and-play priors

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:33:48.928564Z

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Observation 3c5a5593-d4aa-4f6a-8781-cf8ca3cba82d · outbound

This paper cites Efros, Eli Shechtman, and Oliver Wang.

FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations Efros, Eli Shechtman, and Oliver Wang

Reference 46

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.