Pith. sign in

Paper Citation Record · LEDGER

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty

As of 7 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2506.19442.

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

pith.paper-citation-record.v1
2506.19442 v2

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:11:17.536628Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

19 of 19 outbound references displayed

  • verified exact0
  • verified fuzzy4
  • unresolved15
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 07abf408-20c7-4233-b447-e4c413dbf96a · outbound

This paper cites and Berrada, M.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty and Berrada, M

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:11:17.813328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T23:11:17.452036Z digest=sha256:39709782b23c39fc19d6152c49f063b9897367b411a38f57ffb8437fa59a3f53

Observation 250bfbe6-d944-46a8-85bc-c79d79d1e912 · outbound

This paper cites an unresolved cited work.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:11:17.799282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T23:11:17.456539Z digest=sha256:f9806dd9183ac4d50f49666f95dbe3682bda901cb93f5322a92402a90f5a1528

Observation 187a3db7-454d-4688-9a7e-5bb256ca4a1a · outbound

This paper cites an unresolved cited work.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:11:17.785303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T23:11:17.461179Z digest=sha256:689fdeecca344e5a9aa66997509228bddeb51c6bee680669b4e44d0afe2a890c

Observation de766f7b-4cdf-4b00-80eb-9ce56af86d0b · outbound

This paper cites an unresolved cited work.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T23:11:17.466195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:11:17.466195Z digest=sha256:2053b406e208fac3da1c29db825d36c0a78c33e1b13be6995bceb1656f086126

Observation 5b05c5fe-63ea-4752-8f82-2cea39c76aa9 · outbound

This paper cites A., Akhtar, N., Bennamoun, M., and Mian, A.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty A., Akhtar, N., Bennamoun, M., and Mian, A

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:11:17.762977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T23:11:17.471052Z digest=sha256:e15343ea3063826aa434fb9b1508368ed5031962b5ad809d1a331fc3bb442e07

Observation 90a063ad-213d-48b7-a8fe-da2bd271a486 · outbound

This paper cites an unresolved cited work.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:11:17.750183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T23:11:17.475780Z digest=sha256:fa7c577db76a94ea53d036494f23cbcd6f8dd6c366ef2208ac104f53a48a3397

Observation 9528ad6d-5d23-44ad-bf5e-5fd12d63206f · outbound

This paper cites an unresolved cited work.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:11:17.736097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T23:11:17.480687Z digest=sha256:49512c5625f51c831f98c03e9a39d7b03fc8e297271bf0d7e9c9e0172d79545c

Observation 3eabd4f7-e3d8-431a-8438-16f369f62c6d · outbound

This paper cites an unresolved cited work.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:11:17.722334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T23:11:17.485199Z digest=sha256:3077d4c2bec6d0d2d9faa110f399736d247b831104d9039610924e8577ab3b58

Observation 0452d6bf-4496-45ad-8950-dfa8b6c77881 · outbound

This paper cites an unresolved cited work.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T23:11:17.489273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:11:17.489273Z digest=sha256:6d104f6164b7301dffd8184f2a7fea31e8899ee2aae6724567f61f40847eac18

Observation 62c12605-614d-4c90-8cf1-d3ed14479b65 · outbound

This paper cites L., and Dixon, S.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty L., and Dixon, S

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:11:17.697947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T23:11:17.494401Z digest=sha256:f8869be694da99bc7f0f64c8738306ce6980b60fd9d3cd0331ad1f028d521c34

Observation 4fadee97-3dc4-4337-b7c8-0c08ad013783 · outbound

This paper cites an unresolved cited work.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:11:17.683728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T23:11:17.498608Z digest=sha256:fd507d67426013b334b6398d3486649123f1ee60efd3f9e8a67bd4a4454b2a96

Observation 6f82bc88-9ead-41ea-a0c3-fec062fd9d3c · outbound

This paper cites Smooth Grad-CAM++: An Enhanced Inference Level Visualization Technique for Deep Convolutional Neural Network Models.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Smooth Grad-CAM++: An Enhanced Inference Level Visualization Technique for Deep Convolutional Neural Network Models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T23:11:17.502919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:11:17.502919Z digest=sha256:bede62ebc174e94260f2efd73b27c9c16a068a64a5ce171a4b0ae5eb117f39ac

Observation 0df5746c-5b75-4014-becf-f1abc4edb9ee · outbound

This paper cites an unresolved cited work.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:11:17.669344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T23:11:17.508295Z digest=sha256:8a4067d0abd320a2be0f0a5ce0f3e87b3dd1b5b19d95ba695152d19091fc3f03

Observation 21c7b116-8b20-4659-b760-d08cb77075bf · outbound

This paper cites R., Cogswell, M., Das, A., Vedantam, R., Parikh, D., and Batra, D.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty R., Cogswell, M., Das, A., Vedantam, R., Parikh, D., and Batra, D

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:11:17.655297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T23:11:17.513708Z digest=sha256:c1ce0f453562111cde42486b9c0fad94b510a0d5a89759308b65efe180805b06

Observation 03a38fc9-f9b7-49c2-bb58-0a76e1b07f82 · outbound

This paper cites an unresolved cited work.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T23:11:17.518387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:11:17.518387Z digest=sha256:6524facb086001d190c6f0b733e0a427e486513bf859a4f79c45e9c8aa026110

Observation cdc5455b-f21f-49fe-b5ba-1be46855db66 · outbound

This paper cites an unresolved cited work.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:11:17.631957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T23:11:17.522303Z digest=sha256:bf871b264bba9b2d2fd10befda30cc4bec40604b97ee9b0fa0803c6bc52f1721

Observation 6a91a547-e09c-4c7e-a3e3-08725f7c842b · outbound

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

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T23:11:17.526949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:11:17.526949Z digest=sha256:41bcea398d04077d6ac332fe7d5cf432625aeed8f240a3c56927144c9feb2073

Observation 56cc2358-ef3d-4f75-a86b-ac371358f05d · outbound

This paper cites SmoothGrad: removing noise by adding noise.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty SmoothGrad: removing noise by adding noise

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T23:11:17.531640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:11:17.531640Z digest=sha256:41ea41770f970794b9d3b505876db075cca4a5bbdd64620167a082e7170fd2db

Observation 314c070f-b054-487e-8c4f-5ab45d49ec83 · outbound

This paper cites an unresolved cited work.

Sampling Matters in Explanations: Towards Trustworthy Attribution Analysis Building Block in Visual Models through Maximizing Explanation Certainty Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:11:17.618062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T23:11:17.536628Z digest=sha256:11572460673be60bc48383ffa85501e5e5e90fbc29f87577dc26afa63a23aa6c

Pith citing papers

No inbound Pith citation observations are available.