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Paper Citation Record · LEDGER

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions

As of 5 August 2026, this Paper Citation Record lists 100 of 272 outbound references and 2 inbound Pith citation observations for arXiv:2602.24176.

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

pith.paper-citation-record.v1
2602.24176 v5

Coverage vector

measured 100 of 272 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T20:04:33.309805Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-04T14:47:01.875803Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T14:49:54.403739Z

Reference resolution

100 of 272 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved95
  • parse uncertain0
  • malformed identifier5
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6f254c3f-f700-493a-8015-176d83bf4b06 · outbound

This paper cites Reviewing the Need for Explainable Artificial Intelligence (xAI).

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Reviewing the Need for Explainable Artificial Intelligence (xAI)

Reference 1

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source=pdf_text observed=2026-08-02T20:04:32.757956Z digest=sha256:06b921e29181b7701fdcef690ee1fd5b25e8773fd6933b8a4825dc12113bd180

Observation 9c55d375-94e0-45bd-9a04-e4c122712a2e · outbound

This paper cites Towards Transparent AI: A Survey on Explainable Large Language Models.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Towards Transparent AI: A Survey on Explainable Large Language Models

Reference 2

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source=pdf_text observed=2026-08-02T20:04:32.764152Z digest=sha256:daa83b484c3f30dde30e9aa14077b406e0b1e2f0185340a6e6306cbc52b4a839

Observation b8fdaef4-9574-46bd-9444-b1ee9cac28f8 · outbound

This paper cites Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 3

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source=pdf_text observed=2026-08-02T20:04:32.769786Z digest=sha256:3f09ffeb8f62490c0794125fc4511bacad4265540357e0481b343b9be6a1d87e

Observation bb8d84f7-45bc-4a5e-a3d9-7af0131bfc6d · outbound

This paper cites Symbolic vs sub-symbolic ai methods: Friends or enemies? InCIKM (Workshops), volume 2699, 2020.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Symbolic vs sub-symbolic ai methods: Friends or enemies? InCIKM (Workshops), volume 2699, 2020

Reference 4

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source=pdf_text observed=2026-08-02T20:04:32.775241Z digest=sha256:f0a8f4b03189795ce474257987aa7752f2f4d81415e99397033ed4a8a749719d

Observation 3e8bc1ee-ffd3-4a66-8eb8-a8057765a760 · outbound

This paper cites XAI is in trouble.AI Magazine, 45(3):300–316, 2024.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions XAI is in trouble.AI Magazine, 45(3):300–316, 2024

Reference 6

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source=pdf_text observed=2026-08-02T20:04:32.785126Z digest=sha256:bf5d494cbe127510bcad5ef29ebd4ae632ea444dc8a8126b20fa2705f46709b8

Observation 3697a963-236e-45f7-abd2-c506ef7878a1 · outbound

This paper cites Darpa’s explainable artificial intelligence (xai) program.AI magazine, 40(2):44–58, 2019.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Darpa’s explainable artificial intelligence (xai) program.AI magazine, 40(2):44–58, 2019

Reference 7

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source=pdf_text observed=2026-08-02T20:04:32.791069Z digest=sha256:6d405f768ef7e43afde075052d8da664940a57ca737482d1a9b4cd0c3e4a5620

Observation 936ba063-ae58-4df3-a82c-27f840e44ffd · outbound

This paper cites why should i trust you?.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions why should i trust you?

Reference 8

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source=pdf_text observed=2026-08-02T20:04:32.796074Z digest=sha256:9353389473ea9bb5f5fa131f296f9d0ba8065e74b7e30b9be783f962f1174a49

Observation e39b6d7a-77e8-41c3-807c-c6bbff6df9cf · outbound

This paper cites Grad-cam: Visual explanations from deep networks via gradient-based localization.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Grad-cam: Visual explanations from deep networks via gradient-based localization

Reference 9

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source=pdf_text observed=2026-08-02T20:04:32.801338Z digest=sha256:858460814fe453f9edc1d1b03db937ff55555d55e505d1f9cff9a226a805bc09

Observation ce4d8b6b-0873-41d5-ad80-06ed1f43e9c5 · outbound

This paper cites Addison-Wesley Longman Publishing Co., Inc., 1984.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Addison-Wesley Longman Publishing Co., Inc., 1984

Reference 10

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source=pdf_text observed=2026-08-02T20:04:32.806027Z digest=sha256:ba80a3e20d6b74fe6c4fb4cca561933155f2b9a8fccde25a8f3603717e5924e4

Observation f241d810-f2bb-44c5-92ee-979a6f67af5c · outbound

This paper cites Exact rule learning via boolean compressed sensing.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Exact rule learning via boolean compressed sensing

Reference 11

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source=pdf_text observed=2026-08-02T20:04:32.810644Z digest=sha256:6e26e18fd73df30dfc8320c2e6288e9d5cdf10d259eba110c817edda1622af68

Observation 5cf78eee-59ea-4776-9e97-76f64042ab28 · outbound

This paper cites University of Michigan Press, 1988.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions University of Michigan Press, 1988

Reference 12

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source=pdf_text observed=2026-08-02T20:04:32.815254Z digest=sha256:38a49e54accaca86fa426ce24b72e90e5a8df9f5e33aea86fe8a3b968a2226a5

Observation 875517ee-e470-4876-baf5-637d00e0255a · outbound

This paper cites Case-basedexplanationofnon-case-based learning methods.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Case-basedexplanationofnon-case-based learning methods

Reference 13

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source=pdf_text observed=2026-08-02T20:04:32.819712Z digest=sha256:8bef74de11a20bdaac1c8a94a13ffa59c53721a77617fb1aa4d270abad7d40df

Observation c4239b2f-6eb2-4525-a25c-5ee2bc48faee · outbound

This paper cites Baehrens, T.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Baehrens, T

Reference 14

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source=pdf_text observed=2026-08-02T20:04:32.824287Z digest=sha256:aad39dc393c39801e380438d678d97476264006fe7a312561a285bf65334d8a9

Observation a228411b-6532-4abd-a979-f238b9f5455d · outbound

This paper cites On the interpretation of weight vectors of linear models in multivariate neuroimaging.Neuroimage, 87:96–110, 2014.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions On the interpretation of weight vectors of linear models in multivariate neuroimaging.Neuroimage, 87:96–110, 2014

Reference 15

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source=pdf_text observed=2026-08-02T20:04:32.829197Z digest=sha256:15c85de55e687f46f20160cdf117ba562e424d0cf3a2525077af4d3adafa2536

Observation a5c94886-7f7a-4453-848f-e49a681a0776 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 16

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source=pdf_text observed=2026-08-02T20:04:32.833864Z digest=sha256:2274db2231798eda8cb449539cf2b8c85967b44d120a7c4911bb5ae1e103b6d7

Observation 33ec2346-d5d4-497b-b2e0-585fe9fdcd08 · outbound

This paper cites Gunning and D.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Gunning and D

Reference 17

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Observation be862563-47a6-4bc0-97cb-dadb1f14f4f9 · outbound

This paper cites Gunning, E.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Gunning, E

Reference 18

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source=pdf_text observed=2026-08-02T20:04:32.843604Z digest=sha256:937aa1b31e89463b60af2e90618578880b7fa6fd10a40b52ec9bcc7d5d48882f

Observation 94b1d61d-7fe5-47e1-a8f3-302ac01f301f · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 19

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Observation 54d2f5a8-72e5-4087-8a17-daa307cdbd9f · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 20

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Observation f7a9e0f1-c2fe-453f-a80b-6fa0c45d0956 · outbound

This paper cites Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

Reference 21

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Observation 33aac88f-3399-4db0-aae7-d73bbb81d24d · outbound

This paper cites Swamy, J.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Swamy, J

Reference 22

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Observation aba4b359-4703-4f7f-bc56-f09333499f93 · outbound

This paper cites The Mythos of Model Interpretability.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions The Mythos of Model Interpretability

Reference 23

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Observation 97f6e4b3-8f43-4254-8286-e1678159ce10 · outbound

This paper cites Explainable AI is Dead, Long Live Explainable AI! Hypothesis-driven decision support.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Explainable AI is Dead, Long Live Explainable AI! Hypothesis-driven decision support

Reference 24

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Observation 80efddf1-758b-4da7-be68-3f411b0fec8e · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 25

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source=pdf_text observed=2026-08-02T20:04:32.882083Z digest=sha256:03ac863ceb994bfe423f5b97ef4896214542be75794815408ae38e8358a3773d

Observation 73f7a4a6-819a-41d2-ab60-fa975ab980a0 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 26

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Observation 91524f8e-fb41-4d56-b925-47258c9bd37f · outbound

This paper cites Linardatos, V.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Linardatos, V

Reference 29

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Observation 30ee7f3c-be08-44ee-a8c2-6deb0487e85e · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 30

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Observation c5a6a7aa-a4bb-4334-953d-a2a6f96ddffd · outbound

This paper cites Interpretable machine learning: Fundamental principles and 10 grand challenges.Statistics Surveys, 16(none):1 – 85, 2022.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Interpretable machine learning: Fundamental principles and 10 grand challenges.Statistics Surveys, 16(none):1 – 85, 2022

Reference 31

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Observation d00a6a12-6cc5-4f45-b7d5-56a512552356 · outbound

This paper cites Zhong and E.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Zhong and E

Reference 32

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Observation 2601487d-e3ba-44ce-a0dd-433c0c189f0b · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 33

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Observation 3cbc13b9-a96c-4c89-92bf-461fbce127e1 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 34

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Observation 28eac4d2-7a02-4a2c-92ab-9642817fd794 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 35

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Observation c754ddb0-f27a-4683-9e16-b6f2b13f1ef8 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 36

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Observation 48d88310-8db6-4c00-8dcd-c697646b0cae · outbound

This paper cites Fazzinga, S.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Fazzinga, S

Reference 37

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source=pdf_text observed=2026-08-02T20:04:32.935963Z digest=sha256:7405d8ad27b264a62cf82fe53f5d0701cbff2325435ea3b2bbdf9fc780d6b27b

Observation 99b81fd2-19b1-4140-802a-0c983a565e63 · outbound

This paper cites Laato, M.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Laato, M

Reference 38

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source=pdf_text observed=2026-08-02T20:04:32.940391Z digest=sha256:433f85e97676045126b45c4484ea5406da4ada8bd6fa1d7b6a0c5d929ae87df1

Observation 8958cda8-d41f-48d8-a11d-2752c90a5556 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 39

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source=pdf_text observed=2026-08-02T20:04:32.944621Z digest=sha256:56e5374d81a24967f51f4cb303b318780e8d272837cdc194855116b57a8a3474

Observation 25581d7c-1683-45ab-960b-2a8182c2b473 · outbound

This paper cites Fresz, E.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Fresz, E

Reference 40

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Observation a5a57e78-eb33-4be9-a2bf-4cc0aed3f342 · outbound

This paper cites Adadi and M.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Adadi and M

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source=pdf_text observed=2026-08-02T20:04:32.959851Z digest=sha256:81d3efa3a7f4fe7dd091ae44734f02463e052097184ff9981412a2e461b28976

Observation aef68892-0488-4e58-9359-98401a76774a · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 42

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source=pdf_text observed=2026-08-02T20:04:32.964658Z digest=sha256:0fdb3ed4e66d6bf697022f6b1d34afb8d633ce7156e0788fb7fa55b0a058b0b0

Observation 8d9232f6-05d3-4924-8ad9-a24bf93d17df · outbound

This paper cites Metrics for Explainable AI: Challenges and Prospects.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Metrics for Explainable AI: Challenges and Prospects

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source=pdf_text observed=2026-08-02T20:04:32.969225Z digest=sha256:083f547f10cf7a9ddc78985bbb73c00dd4229c763222d452506b07e028f98dc8

Observation 3705d9d4-d85a-4d34-add0-b5754c8d747f · outbound

This paper cites Ehsan and M.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Ehsan and M

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source=pdf_text observed=2026-08-02T20:04:32.974586Z digest=sha256:373b3e311b93bbc8654d09800ea45863e98a98c96c6c1c04caab20d6e81f4194

Observation a287ce25-a0a2-4cf6-8f9b-490cb9dcbe6e · outbound

This paper cites Explanation in Human-AI Systems: A Literature Meta-Review, Synopsis of Key Ideas and Publications, and Bibliography for Explainable AI.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Explanation in Human-AI Systems: A Literature Meta-Review, Synopsis of Key Ideas and Publications, and Bibliography for Explainable AI

Reference 46

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source=pdf_text observed=2026-08-02T20:04:32.984383Z digest=sha256:e13f764b680d867487e37202a963ad1e7bb617d450c55e710e6e7b90d290529c

Observation 8589b552-6935-44a4-a5e8-455ceac1b617 · outbound

This paper cites Explainable artificial intelligence (xai): Concepts, taxonomies, opportunities and challenges toward responsible ai.Information fusion, 58:82–115, 2020.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Explainable artificial intelligence (xai): Concepts, taxonomies, opportunities and challenges toward responsible ai.Information fusion, 58:82–115, 2020

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source=pdf_text observed=2026-08-02T20:04:32.989233Z digest=sha256:a77ced0a81920289e012399afa449cf1b62a9cbb1c983a3c6c60c6bdb5147f81

Observation ce0428d6-5f55-408a-b7f4-db7797bdd249 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 48

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source=pdf_text observed=2026-08-02T20:04:32.993595Z digest=sha256:ed923e370ee4e900f2a8122a0d5996284603d2b77fc5f2355dd883eff102fd93

Observation c2ced303-a3ad-4d35-a21b-41d394d4c9f9 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-02T20:04:32.998138Z digest=sha256:8f9ff379788842fe8a85304eaa8650afa1b5f9ae0fec00097fc956869f9fe207

Observation 100e177c-cde4-4423-a3f5-8d8993ff7a48 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 50

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source=pdf_text observed=2026-08-02T20:04:33.002648Z digest=sha256:52c054368fe18f83dda6a9a0efa8ab1c0ff8330375f4cfc380b9d70beb7883c0

Observation 7261919b-da08-4afd-8a74-e764c8213fdc · outbound

This paper cites Garcia-Olano, Y.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Garcia-Olano, Y

Reference 51

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source=pdf_text observed=2026-08-02T20:04:33.012297Z digest=sha256:f576db5faedfc541fd98b7edb019103d95b2bc05e8134b0114dde1c5257824ca

Observation a276cd57-4aa7-41fe-9f19-a6747636e6c8 · outbound

This paper cites Unmasking clever hans predictors and assessing what machines really learn.Nature communications, 10(1):1096, 2019.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unmasking clever hans predictors and assessing what machines really learn.Nature communications, 10(1):1096, 2019

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source=pdf_text observed=2026-08-02T20:04:33.017084Z digest=sha256:2c703833990ab52ce9b19240ad63f1733b5666d29d2c862310774c5d95a726dd

Observation 9a4aa7a9-d732-41e9-81e7-53f49f92dfa0 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-02T20:04:33.021634Z digest=sha256:a991554d55311a3c084c6919a409f2939ea55217862c50b78d6c1e4caa4ccf39

Observation 1c5f924c-6b75-429a-909d-76d369d9f82f · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 54

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source=pdf_text observed=2026-08-02T20:04:33.026406Z digest=sha256:2e3b4c2cad93893535a25add9e01fb1ba7938d664a426d5230d80ad5832ac2c8

Observation d5cc8092-8a6c-41bc-83cb-a2c1692e4843 · outbound

This paper cites Leichtmann, C.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Leichtmann, C

Reference 55

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source=pdf_text observed=2026-08-02T20:04:33.030718Z digest=sha256:63b85c1af8d04652225a1b8ef7e4359baec031027508de9ad195d0d24ab96f2d

Observation f5d5ebf6-fa06-4ad5-b0fa-fb619171b81c · outbound

This paper cites Weitz, D.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Weitz, D

Reference 56

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source=pdf_text observed=2026-08-02T20:04:33.035359Z digest=sha256:842c663dd9da2538ec68b8128072d2e1b0b219c03fa91c931481ce6ce8277434

Observation 360f2028-3ca5-4196-8a53-cb1cda833e4a · outbound

This paper cites Ferrario and M.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Ferrario and M

Reference 57

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source=pdf_text observed=2026-08-02T20:04:33.040376Z digest=sha256:036958ec42a5949011d460dafdccaf017cbf6e3e6ff1d11df006f2e9e0debebf

Observation 937337d3-aa25-4f76-a94b-34978c9f9716 · outbound

This paper cites Poursabzi-Sangdeh, D.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Poursabzi-Sangdeh, D

Reference 59

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source=pdf_text observed=2026-08-02T20:04:33.049425Z digest=sha256:2e99fa66fe51c51c2d0ce0b446ba952f6ee2e011ca47fad0e6ad08b6b410e908

Observation a6315207-e468-447b-b954-0a8995cdfa7b · outbound

This paper cites I-trustworthy models.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions I-trustworthy models

Reference 60

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source=pdf_text observed=2026-08-02T20:04:33.054313Z digest=sha256:cd41b88cd6140beeb27bcdee7f095b12596406758dc1e7e4fc57dca032411b7a

Observation 59f6e34c-7c22-4504-a444-c869cd5c444b · outbound

This paper cites U-trustworthy models.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions U-trustworthy models

Reference 61

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source=pdf_text observed=2026-08-02T20:04:33.058724Z digest=sha256:e3c224f9ce67678bd8eefaa8b1b512a825f0b6fc010e304fbdba67679daef13c

Observation 8426af6d-7e12-434b-b04c-af31cb6ce02b · outbound

This paper cites Ghassemi, L.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Ghassemi, L

Reference 62

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source=pdf_text observed=2026-08-02T20:04:33.063212Z digest=sha256:055f5ed5e727e009df6ab2c90adc3a82988afe7cdad3f29bbb3a57bdd6139221

Observation 4d74064a-fd7f-48c2-9e7b-e12499c741bb · outbound

This paper cites Woodward and L.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Woodward and L

Reference 63

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source=pdf_text observed=2026-08-02T20:04:33.067924Z digest=sha256:ddc22ac6f31861232a5855cb45fe7642fd21f8ba0db0ff37aa4b68889f730995

Observation c6019706-e934-4fc4-abfb-11d55211dbd1 · outbound

This paper cites Understanding the impact of explanations on advice-taking: a user study for ai-based clinical decision support systems.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Understanding the impact of explanations on advice-taking: a user study for ai-based clinical decision support systems

Reference 64

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source=pdf_text observed=2026-08-02T20:04:33.072523Z digest=sha256:bfaa0d6c33eaf6a70d5985ae02247e2194cca081b7df9c3566d6f8a91e09530b

Observation 81246123-ad68-426c-af3a-cca5b5c0879b · outbound

This paper cites How machine-learning recommendations influence clinician treatment selections: the example of antidepressant selection.Translational psychiatry, 11(1): 108, 2021.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions How machine-learning recommendations influence clinician treatment selections: the example of antidepressant selection.Translational psychiatry, 11(1): 108, 2021

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source=pdf_text observed=2026-08-02T20:04:33.078010Z digest=sha256:38651e0d9f961b70aedcfc7e761fdd6bbc3cb62aa647e7f54dce62c25602f3d8

Observation 23813e11-22c0-4fe2-beb3-455c869e924c · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 66

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source=pdf_text observed=2026-08-02T20:04:33.082521Z digest=sha256:a764403bcc306e283da7f75ba3d6c0c5703e02c83db1d293c82a6c289585b986

Observation 6acc094e-dc02-4f6f-9d78-bac0eccc01ce · outbound

This paper cites Fazelpour and D.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Fazelpour and D

Reference 67

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source=pdf_text observed=2026-08-02T20:04:33.086554Z digest=sha256:68fc9d073976a38ef25b8b3b65877ecc6e2596587c276cee5b80e865fea703b2

Observation 53d9b558-822c-4211-82f2-cf903f82d810 · outbound

This paper cites Passi and M.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Passi and M

Reference 68

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source=pdf_text observed=2026-08-02T20:04:33.093431Z digest=sha256:d780b1c7b54ffa7b047778b4374ab34638bd5333bfcc34d9da9ce8fc7fe1ba26

Observation 0da75e7e-29e5-454c-bf0b-391d012d7271 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 69

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source=pdf_text observed=2026-08-02T20:04:33.098153Z digest=sha256:e94d42755bec93feea307a3ccc4b514d4d597e9f3c7a372593209af20247a25a

Observation 20498155-1874-443a-97ae-4e70c9c8a3af · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 70

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source=pdf_text observed=2026-08-02T20:04:33.102608Z digest=sha256:81a6d3807fa97730c86dfce106c742c1ce3a91379a72dce73487dac8d482259f

Observation aa34bcca-ab0b-4af7-afc0-db6bfb50b606 · outbound

This paper cites Expectations, Explanations, and Embodiment: Attempts at Robot Failure Recovery.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Expectations, Explanations, and Embodiment: Attempts at Robot Failure Recovery

Reference 71

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source=pdf_text observed=2026-08-02T20:04:33.106913Z digest=sha256:be24318d83ec3d02f7aa859fcbc1b326e8a8b4f777a4b47be5d0329536a3cbbe

Observation b7218434-a837-43da-828a-62e99a7dbb60 · outbound

This paper cites Wilming, L.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Wilming, L

Reference 73

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source=pdf_text observed=2026-08-02T20:04:33.116143Z digest=sha256:662fdeaf5c3282d777544db50d3d0425a36481adbb011233e12fd2db319667c5

Observation 5546859a-861a-4634-803d-2716eaac67e7 · outbound

This paper cites Jacovi and Y.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Jacovi and Y

Reference 75

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source=pdf_text observed=2026-08-02T20:04:33.125474Z digest=sha256:ccd906b97b815de7e5cc6442f1b42fb3def31104714abd4331550aba6a2f0a92

Observation a2b40591-13e9-4537-968f-6d0d2856ff32 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 76

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source=pdf_text observed=2026-08-02T20:04:33.130304Z digest=sha256:425d09701b1102aa1f65f0086d4a571dce474bacff002578bd02a916162923a7

Observation 8927deae-1daf-47a6-8f1c-c58bb37e2afb · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 77

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source=pdf_text observed=2026-08-02T20:04:33.134820Z digest=sha256:6616bb1e27e7681383e8568d0d2ac52acede36a51483ac8c2487c4999c73d1eb

Observation 139bc211-452a-418f-8868-30e74ad05a5d · outbound

This paper cites Too Much to Trust? Measuring the Security and Cognitive Impacts of Explainability in AI-Driven SOCs.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Too Much to Trust? Measuring the Security and Cognitive Impacts of Explainability in AI-Driven SOCs

Reference 78

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source=pdf_text observed=2026-08-02T20:04:33.139408Z digest=sha256:bebb3d5fe0925d88c93ebdfa489451c5a3cfe5383bd5024b77ed4995a1b34dfc

Observation f834a795-805e-4ee9-884e-2bd26615fe85 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 79

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source=pdf_text observed=2026-08-02T20:04:33.144500Z digest=sha256:eb929fba2525fa456edefb24f48ee94aab23bad70081c89c5618b1bd6d72257a

Observation aa57cfc7-6617-4869-abf3-17fe420fa6ca · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 80

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source=pdf_text observed=2026-08-02T20:04:33.149229Z digest=sha256:404bbb0ba8c42070a7d31a6f8eae53cae8898105dfd942684158d0f00317215e

Observation 7bbd86d1-9034-4fc9-9866-914de45db290 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 81

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source=pdf_text observed=2026-08-02T20:04:33.153848Z digest=sha256:c170381db0dd187512fa144cb3c3d7931915957efb03af2ad53a72d3c91fd60e

Observation 3a693c6c-5f49-456b-870a-f610ea898cf3 · outbound

This paper cites Dietvorst, J.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Dietvorst, J

Reference 82

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source=pdf_text observed=2026-08-02T20:04:33.158481Z digest=sha256:4ff33da444a312e5e7e57f0af99db5e1dd4da6b2619f59b1c29bc57bb24edd59

Observation 5f0cc2f8-76a2-40be-a521-6e41647e77cc · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 83

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source=pdf_text observed=2026-08-02T20:04:33.163431Z digest=sha256:794b99e6ebda4124a6b8227ccbe43d1118504a40111bb8e7f06dd7a3e45f2967

Observation f501fd5e-eaef-4c77-bd20-4885588afdf8 · outbound

This paper cites Rastogi, Y.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Rastogi, Y

Reference 84

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Observation 18c79e60-bf3e-4015-b612-677bd90b80b0 · outbound

This paper cites To trust or to think: cognitive forcing functions can reduce overreliance on AI in AI-assisted decision-making.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions To trust or to think: cognitive forcing functions can reduce overreliance on AI in AI-assisted decision-making

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Observation 3ef8e208-56fa-4c0f-9f24-8c9dc1ec32a2 · outbound

This paper cites From Evidence to Decision: Exploring Evaluative AI.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions From Evidence to Decision: Exploring Evaluative AI

Reference 87

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Observation ae2174a5-f48a-44ee-ac4b-e55e84361676 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 88

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Observation 95acc557-85f4-4391-a03e-9004faa198a1 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 89

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Observation b87e58fa-63ef-49f4-85da-bcb8c0f5eba0 · outbound

This paper cites How do Humans Understand Explanations from Machine Learning Systems? An Evaluation of the Human-Interpretability of Explanation.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions How do Humans Understand Explanations from Machine Learning Systems? An Evaluation of the Human-Interpretability of Explanation

Reference 90

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Observation 6589a8a3-e1ea-46cb-887f-76fb1d28215f · outbound

This paper cites How Human-Centered Explainable AI Interface Are Designed and Evaluated: A Systematic Survey.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions How Human-Centered Explainable AI Interface Are Designed and Evaluated: A Systematic Survey

Reference 91

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Observation db8de0e3-ad64-44b9-8e91-65fec3b7e0b8 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 92

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Observation 75235850-2a80-4f7b-a6b8-1b990d52a7f7 · outbound

This paper cites Mhasawade, S.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Mhasawade, S

Reference 93

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Observation a44304d2-7851-4d66-b3a5-124af1f1537f · outbound

This paper cites Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting

Reference 94

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source=pdf_text observed=2026-08-02T20:04:33.221340Z digest=sha256:ef17b3c8292c4d606ca6c72bed5ba6cdd839cae8c519e862937b2d585862e263

Observation ed5f262e-a590-4f30-84d3-ac32bf3982a0 · outbound

This paper cites A critical survey on fairness benefits of explainable ai.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions A critical survey on fairness benefits of explainable ai

Reference 95

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Observation 3eeec472-fb95-4f0e-a849-3b5aa8b27ece · outbound

This paper cites The age of secrecy and unfairness in recidivism prediction.Harvard Data Science Review, 2(1), 1 2020.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions The age of secrecy and unfairness in recidivism prediction.Harvard Data Science Review, 2(1), 1 2020

Reference 96

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Observation dbc62edd-f39a-4aff-a6e0-dbc1ef3ab782 · outbound

This paper cites Artificial intelligence versus biological intelligence: A historical overview.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Artificial intelligence versus biological intelligence: A historical overview

Reference 97

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Observation 6416d229-e60e-459a-904e-1fe537b40631 · outbound

This paper cites Chalmers.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Chalmers

Reference 98

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Observation f6ae8d59-fb4b-4f79-b4fa-fe0231202bb2 · outbound

This paper cites Promberger and J.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Promberger and J

Reference 101

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Observation 79f5be3f-65ba-48bd-aea8-13dd1d51f7aa · outbound

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Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 102

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Observation 9432558a-77bf-4d09-b678-c26f2722edec · outbound

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Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 104

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Observation 8725ef19-809d-47f3-91ba-b1dde165e425 · outbound

This paper cites Okon-Singer, T.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Okon-Singer, T

Reference 105

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Observation e2491662-9760-47bf-95ba-7576c31fc550 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 106

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Observation f1e3cc68-b828-4927-aaf7-4ecdbdc0a02a · outbound

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Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 107

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Observation a879b723-fa8c-40ef-b769-8678090ec801 · outbound

This paper cites O’Shea, Keeley Crockett, Wasiq Khan, Philippos Kindynis, Athos Antoniades, and G.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions O’Shea, Keeley Crockett, Wasiq Khan, Philippos Kindynis, Athos Antoniades, and G

Reference 108

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source=pdf_text observed=2026-08-02T20:04:33.294914Z digest=sha256:5ee583cc63083a0168827900c093989dc58b8b380e46f4c739ce84da9f1aefb6

Observation 2695f7c7-7961-451e-9039-3a1d450a1150 · outbound

This paper cites an unresolved cited work.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Unresolved cited work

Reference 109

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Observation 0f3fd73e-e23d-4092-9427-c505ec1f0f17 · outbound

This paper cites Finding Deceptive Opinion Spam by Any Stretch of the Imagination.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Finding Deceptive Opinion Spam by Any Stretch of the Imagination

Reference 110

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source=pdf_text observed=2026-08-02T20:04:33.304415Z digest=sha256:8f63bd841ae61ffb5947276c6248861e8a548c6ec856f33dac3cdc394998e38d

Observation 4aeb2d70-7d68-4c73-a1ec-dbbeed0498f0 · outbound

This paper cites Rashkin, E.

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions Rashkin, E

Reference 111

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source=pdf_text observed=2026-08-02T20:04:33.309805Z digest=sha256:6eb027440b730eee36c6a51bdae7fcb7450f68f745cd2f1bb0a30adc4021eef6

Pith citing papers

Observation 5f1b6259-78fe-431a-a60b-92e0bc49fd1a · inbound

Knee-xRAI: An Explainable AI Framework for Automatic Kellgren-Lawrence Grading of Knee Osteoarthritis cites this paper.

Knee-xRAI: An Explainable AI Framework for Automatic Kellgren-Lawrence Grading of Knee Osteoarthritis Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions

Reference 22

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local_arxiv, observed 2026-05-11T20:36:09.635761Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-08T08:30:39.055213Z digest=sha256:c94582bd023e688f28b8b351e580320d15ce8273d594ede932352933242efd97

Observation 2cb71eb8-7dca-4a24-9f73-3ae72204cef9 · inbound

Knee-xRAI: An Explainable AI Framework for Automatic Kellgren-Lawrence Grading of Knee Osteoarthritis cites this paper.

Knee-xRAI: An Explainable AI Framework for Automatic Kellgren-Lawrence Grading of Knee Osteoarthritis Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions

Reference 22

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local_arxiv, observed 2026-07-04T14:49:54.410854Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-07-04T14:47:01.875803Z digest=sha256:f785dc898d587b123e28b1baf36dc67846ba7aaa723b7d13be91c1f15fd92514