Pith. sign in

Paper Citation Record · LEDGER

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI

As of 12 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2411.15265.

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

pith.paper-citation-record.v1
2411.15265 v2

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:52:47.223243Z

measured 56 of 56 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T10:17:47.189123Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

55 of 55 outbound references displayed

  • verified exact0
  • verified fuzzy35
  • unresolved20
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 62200efb-c382-4af5-b173-00fd4b980f5d · outbound

This paper cites Sanity checks for saliency maps.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Sanity checks for saliency maps

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:48.405379Z

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=2026-08-12T14:52:46.938588Z digest=sha256:e339353db32f0ea74e219b36efebd30728af9e7dfdcb48adf4e4b67527cbd3c6

Observation 9b81fbd7-5300-4bfb-ad8f-94da1d7c7dae · outbound

This paper cites Concrete Problems in AI Safety.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Concrete Problems in AI Safety

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:46.944011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:46.944011Z digest=sha256:74c57a80abc0d73a39a767ec02cf621cc6de64b4a6b930a34900a78c2cd0f8a0

Observation fddc81bd-f3a2-487e-8732-f11ab2ce46e8 · outbound

This paper cites Towards better understanding of gradient-based attri- bution methods for deep neural networks, 2018.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Towards better understanding of gradient-based attri- bution methods for deep neural networks, 2018

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:48.384108Z

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=2026-08-12T14:52:46.949470Z digest=sha256:4f7cd7269d13a710bde9a8810dc59aa2157f708606166b4bca83df3f5f3d42ea

Observation 4c0c839f-335a-41e1-bef3-89c512dc346d · outbound

This paper cites Diffusion visual counterfactual explana- tions, 2022.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Diffusion visual counterfactual explana- tions, 2022

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:48.364662Z

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=2026-08-12T14:52:46.954819Z digest=sha256:5405c68b5cf1f045bafa856100329473aa99345c714ed04659bbd862b6b8a629

Observation 3fb916d2-a310-4575-9d02-ba462f72cbd3 · outbound

This paper cites Explainable ai in medical imaging: An overview for clinical practitioners–beyond saliency-based xai approaches.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Explainable ai in medical imaging: An overview for clinical practitioners–beyond saliency-based xai approaches

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:48.223660Z

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=2026-08-12T14:52:46.959651Z digest=sha256:adf13c2fb6d214f8ef2ceee6568ff10d25354e4b212c958ec00b019a16755e38

Observation 89ff8383-af1d-49f4-9dd0-d386f9ce463f · outbound

This paper cites Explainable medical imaging ai needs human-centered design: guidelines and evidence from a sys- tematic review.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Explainable medical imaging ai needs human-centered design: guidelines and evidence from a sys- tematic review

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:48.205942Z

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=2026-08-12T14:52:46.965088Z digest=sha256:63f6af24174934db7e939f9dd656d63f208cfca049c5f70f897318fa560bc6ec

Observation 911cfd56-a700-4080-823c-faf667ac92ef · outbound

This paper cites Improving diffusion models for inverse prob- lems using manifold constraints.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Improving diffusion models for inverse prob- lems using manifold constraints

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:48.188014Z

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=2026-08-12T14:52:46.970793Z digest=sha256:4c51e0f738569be9b8168e1217a776ee22c580ce699545b68a1f54fca550c57d

Observation 3cc0b30a-1611-4756-a2de-10e3d4757d86 · outbound

This paper cites Diffusion pos- terior sampling for general noisy inverse problems.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Diffusion pos- terior sampling for general noisy inverse problems

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:48.168793Z

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=2026-08-12T14:52:46.976163Z digest=sha256:349a23cf00a75178de930dfeb2a2f404b52a39f1d8cc6510ddfc20a80fb3ecf1

Observation 0aa1de59-882c-4e8c-98ed-0bbcd41efdea · outbound

This paper cites De- composed diffusion sampler for accelerating large-scale in- verse problems.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI De- composed diffusion sampler for accelerating large-scale in- verse problems

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:48.150926Z

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=2026-08-12T14:52:46.981141Z digest=sha256:64bae6e2979be125cb588a709cb315ce2f7ed19ea64c36dcf0c02b440a44cb41

Observation 356c0e74-6092-4323-9581-cdfea30df66c · outbound

This paper cites Costa, Tiago Roxo, Hugo Proenc ¸a, and Pedro Ri- cardo Morais In ´acio.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Costa, Tiago Roxo, Hugo Proenc ¸a, and Pedro Ri- cardo Morais In ´acio

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:48.134397Z

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=2026-08-12T14:52:46.986161Z digest=sha256:b6929b481b3e4b0f1e7e1bc921b901647edaeaf5b435860e555278b8f0e284a8

Observation 35e47fcc-20c1-4518-b829-267c9542e293 · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Imagenet: A large-scale hierarchical image database

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:46.991203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:46.991203Z digest=sha256:1b0b68515feba55a01958ad1fbe450e51d7e82a8c444087ac3506c3439a424c0

Observation 43fa81dc-40fa-4721-8afd-a06bd4e08e98 · outbound

This paper cites Diffusion models beat GANs on image synthesis.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Diffusion models beat GANs on image synthesis

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:48.102093Z

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=2026-08-12T14:52:46.996280Z digest=sha256:2510906508c74e753082940d6bfd80b6244453b0632a1caff0a9d93dbc7b5be6

Observation 667019d9-20ba-46c6-818f-8e4b0d82ccb1 · outbound

This paper cites Gerken, Klaus-Robert M¨uller, and Pan Kessel.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Gerken, Klaus-Robert M¨uller, and Pan Kessel

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:48.084016Z

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=2026-08-12T14:52:47.001688Z digest=sha256:744b5fee5350654ba310a335bdbf6614460f47afb2f93d71df54efb8c1347298

Observation dde796b9-7680-4c75-b625-1318a488f884 · outbound

This paper cites Tweedie’s formula and selection bias.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Tweedie’s formula and selection bias

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:48.064156Z

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=2026-08-12T14:52:47.007496Z digest=sha256:ebb45f771a26844ad868512188deb31df68f9f873018669d527a88f64c4bb00d

Observation d2494d4e-7e2e-4fde-b807-351f5e81c241 · outbound

This paper cites Latent Diffusion Counterfactual Explanations.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Latent Diffusion Counterfactual Explanations

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.012307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.012307Z digest=sha256:8d75e28ae39f72daa26b24de86b8efe8f65baaa62b371205c35b74dee9252d82

Observation 33278741-b586-4c26-9c6f-e9f15b1295fc · outbound

This paper cites Explaining and Harnessing Adversarial Examples.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Explaining and Harnessing Adversarial Examples

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.017511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.017511Z digest=sha256:3f00b7a5dcd97abe7b33879a5d6ad72f5d05652c418c9719497f2e77c1a862ab

Observation 3da287d3-69cd-4eb2-9e74-0fe22d36c6af · outbound

This paper cites Deep residual learning for image recognition.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Deep residual learning for image recognition

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.022564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.022564Z digest=sha256:8ec7debb1ba7f6050509ebec53deee66454eff842051fd7e358da77cdd9d37b2

Observation 6e308c06-2f86-49ef-b98d-05ae4201e7ff · outbound

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

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Gans trained by a two time-scale update rule converge to a local nash equilib- rium

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.027365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.027365Z digest=sha256:6670942b0ebeb6101abcded6039c359153d42ad2a5755d8ab22da4bb4d07cac6

Observation f43219a2-4523-4bdd-b0ae-d22a68fee432 · outbound

This paper cites Denoising diffu- sion probabilistic models.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Denoising diffu- sion probabilistic models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.032349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.032349Z digest=sha256:b9cbf0858c74f178b5621b6e2dfd32a6a5f40021914d0faddcb341bca028897e

Observation 33ac7bae-cdde-4e0b-ae26-8647182a8927 · outbound

This paper cites Explain- ing explanations: Axiomatic feature interactions for deep networks.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Explain- ing explanations: Axiomatic feature interactions for deep networks

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:48.000832Z

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=2026-08-12T14:52:47.037312Z digest=sha256:8513071106747af4d54c6f8b9f6fe2622051ff016a3cb9bc745c968a4e8f50d0

Observation 77c80646-223c-469d-b9c5-a5411ccfef6e · outbound

This paper cites Diffu- sion models for counterfactual explanations.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Diffu- sion models for counterfactual explanations

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.983487Z

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=2026-08-12T14:52:47.042359Z digest=sha256:898e5420a69834caec9636eec96f03cb4188473770aef46213de34813fb9e422

Observation a66042fe-ce22-46f4-857a-b4c926423740 · outbound

This paper cites Ad- versarial counterfactual visual explanations, 2023.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Ad- versarial counterfactual visual explanations, 2023

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.964647Z

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=2026-08-12T14:52:47.047216Z digest=sha256:f85109dbf5d0093f5cdc1da9db73c256adb099cb09da4f73b367cd562beac352

Observation 9ed8816d-fa9e-41b1-b529-ef75af98e38c · outbound

This paper cites Mimic-cxr, a de- identified publicly available database of chest radiographs with free-text reports.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Mimic-cxr, a de- identified publicly available database of chest radiographs with free-text reports

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.945612Z

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=2026-08-12T14:52:47.052021Z digest=sha256:8fd1d951ad51a8884365ce3de2b17f59d853dc7afac5b405e2d3b2e0784d1228

Observation a1362af1-a04d-4627-bd8b-5b7fa93cf3f4 · outbound

This paper cites Guided integrated gradients: An adaptive path method for remov- ing noise.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Guided integrated gradients: An adaptive path method for remov- ing noise

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.929300Z

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=2026-08-12T14:52:47.058852Z digest=sha256:efc3bfa944e1ca7964b73759951a040ae201aa790465dd708b796662569c83a6

Observation 6731bff3-0455-4584-9aa5-d3d7e167dfaf · outbound

This paper cites Elucidating the design space of diffusion-based generative models.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Elucidating the design space of diffusion-based generative models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.064881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.064881Z digest=sha256:d0fe1054ff394e9d9a94e250ad66658d8a435d6f99802f96082461690a44f7cd

Observation c364b79c-9273-44ab-ad25-6fc19a078889 · outbound

This paper cites A primer on zeroth-order optimization in signal processing and machine learning: Principals, recent advances, and applications.IEEE Signal Processing Magazine, 37(5):43–54, 2020.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI A primer on zeroth-order optimization in signal processing and machine learning: Principals, recent advances, and applications.IEEE Signal Processing Magazine, 37(5):43–54, 2020

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.896695Z

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=2026-08-12T14:52:47.070531Z digest=sha256:237da4560a45633e11c71d7b7156d353e9e046d2bf5577bede2fe6cd0abad1f1

Observation 0e02ed20-5f48-446b-93bc-7955cf59a1c2 · outbound

This paper cites A unified approach to interpreting model predictions.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI A unified approach to interpreting model predictions

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.877307Z

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=2026-08-12T14:52:47.075788Z digest=sha256:fa560ec6902774dd275c9abd655883c07c2d413a4262f361015ac4d273e3530a

Observation 17462fcd-3b16-4564-89b4-74808a479b00 · outbound

This paper cites SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.081475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.081475Z digest=sha256:36f505c4ef38de36462bdc6d460a604624e9ec386156436afe5bcd4bc4a773ac

Observation accc7c99-f160-45a1-bedc-b9b935396f21 · outbound

This paper cites Investigating Saturation Effects in Integrated Gradients.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Investigating Saturation Effects in Integrated Gradients

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.086535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.086535Z digest=sha256:0cd6e452facb12291c028da99455338fe3a9119fb3d5013ecd1522723eb96196

Observation 28cccd8a-0089-4818-b12f-7cc3eb64089a · outbound

This paper cites an unresolved cited work.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:52:47.857492Z

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=2026-08-12T14:52:47.092034Z digest=sha256:e52deba1e1a8503f369e9e1e4ec3578b509d7a34560c8ed94baa482f595e0b49

Observation 1ddb0991-0cce-4ad5-9cc2-9993fd1e65d8 · outbound

This paper cites Random gradient- free minimization of convex functions.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Random gradient- free minimization of convex functions

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.839625Z

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=2026-08-12T14:52:47.096870Z digest=sha256:80fb57a85d5cb3582f0d88dd1da13fdac80f051e1ff842ba9ccc020738fac6b1

Observation 7daaa7e8-f864-4680-b16d-7c3ba287a2ae · outbound

This paper cites Barron, and Ben Milden- hall.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Barron, and Ben Milden- hall

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.102378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.102378Z digest=sha256:7ec4fb7824b5cb049e72d49baa183dbfdab78882bb49b0990d6ff2ac1d5cdbf5

Observation 77e9d278-91af-49d1-b6ed-e2105465572d · outbound

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

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI High-resolution image synthesis with latent diffusion models

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.808382Z

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=2026-08-12T14:52:47.108104Z digest=sha256:00cf866626ce60539b9bebb7abb0a2fe9b527b66cb606e4bd6de26b43d35f26a

Observation df362248-5d77-4af6-9970-5ea14f12632a · outbound

This paper cites A Consistent and Efficient Evaluation Strategy for Attribution Methods.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI A Consistent and Efficient Evaluation Strategy for Attribution Methods

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.113798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.113798Z digest=sha256:34e7f72b38270a7e1b4253144c5ff6f6f747beb7e60cc918baa0d3877a8efc04

Observation 5eec105d-e0a8-4c1a-8802-0cb7296d4ec6 · outbound

This paper cites Explainable Artificial Intelligence: Understanding, Visualizing and Interpreting Deep Learning Models.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Explainable Artificial Intelligence: Understanding, Visualizing and Interpreting Deep Learning Models

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.119136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.119136Z digest=sha256:112da792e0eca29c2d1c2444eceb1164af22be48e7b64a47d4d32b866a1dd94d

Observation 45a019ed-4e43-4f8c-bb91-96c7c31bab0c · outbound

This paper cites Image synthesis with a single (robust) classifier.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Image synthesis with a single (robust) classifier

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.787717Z

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=2026-08-12T14:52:47.124396Z digest=sha256:d637f2313d33c8b6f2aa19fcebadb3121b2ad69d15c5601d9615fa826f0a0f0e

Observation b95f8dc0-7c66-4bd3-9843-0589e856b568 · outbound

This paper cites Analysis of the ensemble kalman filter for inverse problems.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Analysis of the ensemble kalman filter for inverse problems

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.764074Z

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=2026-08-12T14:52:47.128961Z digest=sha256:2b376c5c38273d4e5caf3f2da22a5cd39827d31afc589e07a01c1a91bbda94a4

Observation 04279f21-5cc0-4d0b-bf53-b8e4035c3656 · outbound

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

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Selvaraju, Michael Cogswell, Abhishek Das, Ramakrishna Vedantam, Devi Parikh, and Dhruv Ba- tra

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.743168Z

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=2026-08-12T14:52:47.135007Z digest=sha256:a1f5f2f343766ce30eed6c8c7a299983a29069a3da8c7eefd49ec9f5b89e7651

Observation 02960629-94a4-410e-b4dd-3d9bfbe74bd7 · outbound

This paper cites Not Just a Black Box: Learning Important Features Through Propagating Activation Differences.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Not Just a Black Box: Learning Important Features Through Propagating Activation Differences

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.140882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.140882Z digest=sha256:4be5e1a34a1bd35b8632a8abfb13a4895c8e3b6322efa3da52f2686ea00d71c8

Observation 8b06399b-ef37-473d-af1b-2b7698deed15 · outbound

This paper cites Learning important features through propagating activation differences, 2019.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Learning important features through propagating activation differences, 2019

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.723385Z

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=2026-08-12T14:52:47.146453Z digest=sha256:dac88907113a1693f40c5847b5a25dd5bcee922d11d6276fcb09e49c99530da4

Observation 264046e8-6aab-42ec-86e0-008627a6c0f9 · outbound

This paper cites Diffusion Models as Data Mining Tools.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Diffusion Models as Data Mining Tools

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.151917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.151917Z digest=sha256:03effc007ed4e61a9c2f2e01c8eae099881230f19fc47e09a9eb1d535d0e20d8

Observation 533b53a1-950b-4b31-b9b8-d55d6ad96bac · outbound

This paper cites Integrated directional gradients: Feature interaction attribu- tion for neural nlp models.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Integrated directional gradients: Feature interaction attribu- tion for neural nlp models

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.702607Z

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=2026-08-12T14:52:47.156989Z digest=sha256:6be1cdf9740f21c6a485e3fa8707682d50ff80a485dff11ebaecae8a9bbfb56a

Observation 7e3d0394-3bbe-42cc-85d9-90467ede2e4d · outbound

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

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.162066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.162066Z digest=sha256:efc5dcbaa35f2feedc992a05dc28ce7e483f14300867089c4e4113f836ac0303

Observation 7ec18d0c-8137-4503-b24c-7e41072e11c4 · outbound

This paper cites Denois- ing diffusion implicit models.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Denois- ing diffusion implicit models

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.674572Z

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=2026-08-12T14:52:47.168221Z digest=sha256:e3ff8c4d30fcbdccfdbc00e4ca23a6b638da1b7bb55d64aab0f1237f31b41be4

Observation 3e98835f-94d7-4525-894f-818616144a42 · outbound

This paper cites Pseudoinverse-guided diffusion models for inverse problems.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Pseudoinverse-guided diffusion models for inverse problems

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.655353Z

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=2026-08-12T14:52:47.173353Z digest=sha256:8e07feb499ec310e4cb126a377f65671ca72145dea95281243e91c098f8b1e21

Observation ff186bd9-69d6-47fc-8cf4-d8d4c811d9ae · outbound

This paper cites Kingma, Ab- hishek Kumar, Stefano Ermon, and Ben Poole.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Kingma, Ab- hishek Kumar, Stefano Ermon, and Ben Poole

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.637254Z

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=2026-08-12T14:52:47.178130Z digest=sha256:7a9ae79342f21495c6463bc5d32018340843223e047e3c5efe46bd1652d7aeac

Observation 72cbaad5-06bf-4304-a772-902731e34f5c · outbound

This paper cites Striving for simplicity: The all convolutional net, 2015.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Striving for simplicity: The all convolutional net, 2015

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.618269Z

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=2026-08-12T14:52:47.183196Z digest=sha256:0c07e9a376804155a7cdbd271480d8896e9c5646d091d5434c8db9687b01c985

Observation a9108699-fe03-4e29-9e33-c2dad794edbe · outbound

This paper cites Visualiz- ing the impact of feature attribution baselines.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Visualiz- ing the impact of feature attribution baselines

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.591925Z

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=2026-08-12T14:52:47.188010Z digest=sha256:a9916602c380335ce31fabd52bfc5156bef62a062e1579737528b1515ea618d9

Observation db9643b8-1aa0-404f-935b-7d0aeb112231 · outbound

This paper cites Axiomatic attribution for deep networks.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Axiomatic attribution for deep networks

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.560273Z

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=2026-08-12T14:52:47.192567Z digest=sha256:d7bda87ae0961a96ea0ae533bd9694f304dd0f2a8db6d7edd690fe1c8417f709

Observation 9a50d81b-fcb8-4097-8982-577bfa622eb2 · outbound

This paper cites Intriguing properties of neural networks.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Intriguing properties of neural networks

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.198315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.198315Z digest=sha256:5ddd45f429b203709823578d745640fd5b6884b910c6491ba08ae8d126ac1113

Observation 7d28d48a-4501-4b6f-aebf-b818ed81e883 · outbound

This paper cites Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.203674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.203674Z digest=sha256:cafe55e220951de5738be25474c6ee4a55b0f6b1e710e0715fd5caa8e7732e6f

Observation 009d2622-280e-4789-9bcd-8e42b3d551e8 · outbound

This paper cites Gra- dient based feature attribution in explainable ai: A technical review, 2024.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Gra- dient based feature attribution in explainable ai: A technical review, 2024

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.541798Z

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=2026-08-12T14:52:47.208921Z digest=sha256:1bffac334d0e93f498d1b3599b146c26476bfec8a05537f83acf72b6ccdb2aee

Observation 97bec669-d8f9-4504-98cf-7304e4e4551a · outbound

This paper cites Attribution in scale and space.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Attribution in scale and space

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.519498Z

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=2026-08-12T14:52:47.213636Z digest=sha256:ed4d8257cbe3b0188c2af2ee30b07eb818d26c2488b8c0479335e12bbc9a20c5

Observation b7054df6-8b11-4c9b-827a-b662016934af · outbound

This paper cites Visualizing and under- standing convolutional networks, 2013.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Visualizing and under- standing convolutional networks, 2013

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:52:47.500926Z

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=2026-08-12T14:52:47.218293Z digest=sha256:8b10ae931f19233ff786e0aa8a78e4db4b03ed01d634fad90ef8d781d9989488

Observation 53ccca6e-38e2-450c-95dd-2a7e67845543 · outbound

This paper cites Ensemble Kalman Diffusion Guidance: A Derivative-free Method for Inverse Problems.

Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI Ensemble Kalman Diffusion Guidance: A Derivative-free Method for Inverse Problems

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-12T14:52:47.223243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:52:47.223243Z digest=sha256:466cf9150d43d9c8b5cdc1bc950455b1eba41bc1bb7e91e25f214a69a2d93ecc

Pith citing papers

Observation 899a75fb-8231-4754-86c5-88ca3345bb48 · inbound

Blade: A Derivative-free Bayesian Inversion Method using Diffusion Priors cites this paper.

Blade: A Derivative-free Bayesian Inversion Method using Diffusion Priors Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-04T10:17:47.189123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:17:47.189123Z digest=sha256:05f89a8e7918e737c5e6e417cc3e33a1f9dd792fea49673a7d7b41fc259a4d03