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Paper Citation Record · LEDGER

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation

As of 18 August 2026, this Paper Citation Record lists 67 of 67 outbound references and 0 inbound Pith citation observations for arXiv:2507.20014.

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

pith.paper-citation-record.v1
2507.20014 v2

Coverage vector

measured 67 of 67 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:54:38.312268Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

67 of 67 outbound references displayed

  • verified exact20
  • verified fuzzy2
  • unresolved33
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch9

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ed7c1b85-42c3-4676-a5e7-ba65b144fb2d · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T13:54:37.995970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:37.995970Z digest=sha256:b2e6501cf8d117e9e4d4577489815e98dbb170e0cfd0862a06215a474b5d71f2

Observation 38bedfcf-a3f4-4dd2-97d9-7608085629ee · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 2

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T13:54:40.060561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:37.999729Z digest=sha256:8b700013157dcb50d3ac033cd744b61ed47f671c2a0ae9390fe406e153e23e29

Observation 63274667-c500-4eda-a10c-795fe91f5d1a · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 3

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T13:54:39.976129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.003425Z digest=sha256:dfb82c302db8911aee6194cfdd14213dcf6ef0b97b7adb6f9847c8c887379556

Observation 8950cc50-ff1d-4702-b8d9-ab77efec25e0 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 4

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T13:54:39.883279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.006664Z digest=sha256:de5fd51d2c1ff2258c05e20b1a2295ab74bc893958b2b176ed3d58479ad9257c

Observation 3980f0bf-2c49-4a50-80ac-997656b475e5 · outbound

This paper cites Lopes, Pedro Guimar ˜aes, Tiago F.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Lopes, Pedro Guimar ˜aes, Tiago F

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:54:40.285736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.009717Z digest=sha256:1f5a37d9335ce89e865db0ee1775b42a1549c490d1f11df2cce74d2db70bd285

Observation 37c6a3e2-b8cf-4312-b963-720ec24f85c8 · outbound

This paper cites Beliatis, and Mirko Presser.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Beliatis, and Mirko Presser

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T13:54:38.012776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.012776Z digest=sha256:9f261d7f937c51278e134d901784f83354071bc9c179d0648c9e86ad76a273d7

Observation 7c2ad7da-b880-4255-970a-8037d1ec82f2 · outbound

This paper cites Interplay between Federated Learning and Explainable Artificial Intelligence: a Scoping Review.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Interplay between Federated Learning and Explainable Artificial Intelligence: a Scoping Review

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T13:54:38.016341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.016341Z digest=sha256:8785dbecfd54a689bb3b2af44ba378bd45c743f7632d3fbae0453932babc831b

Observation 0581d9b0-3f39-4163-9712-dc67bc5f5692 · outbound

This paper cites A Survey of Dataspace Connector Implementations.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation A Survey of Dataspace Connector Implementations

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-06T13:54:39.802566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.019719Z digest=sha256:87672e553398a48d0a3a15f3788b0101dad9128a84883cc8c1daa34f96d1fd23

Observation fbddaed8-9490-438d-ba6a-f7c3cde8d0a3 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 9

Resolution
verified exact
doi, observed 2026-08-06T13:54:38.452917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.023297Z digest=sha256:70abf7f1c85683102f976e0707f3a7ff2e994eaf8c0795abd6c8de006508e899

Observation 68479dcd-55ed-4f1e-b97e-c39eb47d6e86 · outbound

This paper cites Gamiz, C.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Gamiz, C

Reference 10

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T13:54:40.275812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.026601Z digest=sha256:f1166bf2950c5e13e0c90cebf8bf8a2ff3b96b75f2f25382b441ed7ad45a7e0c

Observation 23c017e7-a5b0-4cb5-8d13-63beb27425dd · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 11

Resolution
verified exact
doi, observed 2026-08-06T13:54:38.442943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.132911Z digest=sha256:b31703d37b83d5a65847a8b3f59067bcf83c0c6860d4c65836a1e4b10433fdcf

Observation 47deb90f-13b6-43b6-8829-3dcd08440889 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 12

Resolution
verified exact
raw_fallback, observed 2026-08-06T13:54:39.786144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.136377Z digest=sha256:371281411866138fce335c8e4c4e598172695c6b2da251cf9258e9347ffc5849

Observation 24f3f4f2-e30b-408e-9da6-71ed5a6a435c · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:54:40.265549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.139406Z digest=sha256:f98c04c9e6619b48c71f0a0f10b390e9aa82ad2ef78cb7bc24501bb38fbc17dc

Observation aa09f01c-92ef-4da9-8329-d85d64993cc4 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T13:54:38.142456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.142456Z digest=sha256:9e4131a00a7aeb218a1443427eae681807ffb32bd436a2a444f512c1cdd7abe8

Observation 59313550-39e7-4295-bdfa-5998848a2ad7 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:54:40.255350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.145463Z digest=sha256:71e3f82c199f7560718bded2bca661f306faa6d5c3b8225736cb9b943fa0f6c2

Observation 5ebce3c8-6cb0-46b9-b56f-cb3f57115872 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 16

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T13:54:39.627068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.151816Z digest=sha256:98067b78edc89db8e352d4a2938e582e641a949bda3f5b7a75259fbb433b3842

Observation bf0c1df6-7442-480c-abcc-b125b3a1e428 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:54:40.231573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 0fff4e4c-1cf6-4d7c-9ee2-9b5fc824e94d · outbound

This paper cites Verification methods for international AI agreements.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Verification methods for international AI agreements

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T13:54:38.158243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.158243Z digest=sha256:093f1141eff4b2c53c29aa42ae5993467855f57eec9e56a9b8c0867816f3db9d

Observation 14e1ec82-961c-400e-801c-85fae1a81dc7 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 19

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T13:54:40.218356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.161689Z digest=sha256:f79f786bc9c13b50c1af3067e5f32804c009820eefc0d1daf0f278bb3f4d5a22

Observation 3b1a0be3-f70d-4e87-9166-fbe933560e8f · outbound

This paper cites Brendan McMa- han, Ilya Mironov, Kunal Talwar, and Li Zhang.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Brendan McMa- han, Ilya Mironov, Kunal Talwar, and Li Zhang

Reference 20

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no resolver link, observed 2026-08-06T13:54:38.164826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.164826Z digest=sha256:7169610ffcd2b75ee991e43a4736102e2bbea1c43676b89ad054dfbf154a0ca7

Observation 997d9c0f-9565-4b67-a0ef-7c48858479fe · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 21

Resolution
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no resolver link, observed 2026-08-06T13:54:38.167888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.167888Z digest=sha256:77a40601d7d07830f06511198e6b98217e2416986e186cf70dc33e11574fa647

Observation 929d98de-99b4-4424-9342-627bfde2c063 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 22

Resolution
verified exact
raw_fallback, observed 2026-08-06T13:54:39.461124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.171208Z digest=sha256:950711219cba3c83033a3694ec71178ac96e95dbb1ba1e54acec21f67f35ac27

Observation 2fae5816-5e74-4a05-a0da-a10d032f6c53 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 23

Resolution
verified exact
doi, observed 2026-08-06T13:54:38.426032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.173936Z digest=sha256:0901beeb8377447a6441f55f0171163fe2793e9f53a8ed50b6fec690bb2d9604

Observation 7023e126-a201-4930-bbbe-fb20af50540f · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T13:54:38.177121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.177121Z digest=sha256:909bca9a2a09a26a6210fbf40f55a01e15b565c78a83178100557b0cf2bce7f0

Observation 5bf91721-88df-487d-bbfd-9071ebd0eb56 · outbound

This paper cites Consistency Models for Scalable and Fast Simulation-Based Inference.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Consistency Models for Scalable and Fast Simulation-Based Inference

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T13:54:38.180437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.180437Z digest=sha256:221798ba9b32e10417bd11393b82f0ec85d4330f044c24682154984804b665d8

Observation 6efb5e2e-bc4e-4306-bfe2-718c9787872c · outbound

This paper cites Zephyr: Direct Distillation of LM Alignment.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Zephyr: Direct Distillation of LM Alignment

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T13:54:38.184035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.184035Z digest=sha256:b7573feb9297fd79b8778ec53d43fef41d10cf6b1c86010422b9c69f071bba27

Observation 50c8d147-98d9-4689-964f-c4f30328bbef · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:54:40.207121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.187654Z digest=sha256:2bff0c7ccfedc7caab2181f140da2e36bedbb528da86d60e21cb9127006bf8e8

Observation 564b0ddc-b17f-4283-b383-9cea9e34e0d0 · outbound

This paper cites LIMA: Less Is More for Alignment.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation LIMA: Less Is More for Alignment

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T13:54:38.190969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.190969Z digest=sha256:de42b4423f56c44a36d38aef99d9d7eaeeb88f9c5c9254624e5e2a11bbbe858f

Observation b34cb67e-e6b4-4d85-bf81-34c275d5ea45 · outbound

This paper cites CrypTen: Secure Multi-Party Computation Meets Machine Learning.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation CrypTen: Secure Multi-Party Computation Meets Machine Learning

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T13:54:38.194312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.194312Z digest=sha256:e2444eca550ee9548d1ee03fce56369ce0b3e8bb4f1a5c4ce2e50502dc0b35bc

Observation 7114db5f-3b9d-4ec7-90da-bca88b7c2d91 · outbound

This paper cites Verifiable Privacy-Preserving Computing.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Verifiable Privacy-Preserving Computing

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T13:54:38.197636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.197636Z digest=sha256:b019be535118f320aa14b15f2dba3f760b5c9c770d4bbb69efed1fd943be86f1

Observation 3a843492-04f4-45f1-afb9-3a9eafba0716 · outbound

This paper cites BloombergGPT: A Large Language Model for Finance.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation BloombergGPT: A Large Language Model for Finance

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T13:54:38.200952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.200952Z digest=sha256:7a8a4986e7849819a0f83e9695ab88e1a7ec6eb31e25a4504b73c54289c0c9ff

Observation 8d680804-53ae-449b-be0d-8a410804c0b9 · outbound

This paper cites Abushark, and Ahmed S.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Abushark, and Ahmed S

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:54:40.195058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.204147Z digest=sha256:7dc91ad733da6dcab674a15e0dee62be7b867fbb302cf42be0ea6006406f905e

Observation 44d5899a-759f-46f5-a505-de932bbd02bd · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 33

Resolution
verified exact
doi, observed 2026-08-06T13:54:38.398850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 55a06930-658c-4ff8-a440-a4ac35af4961 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 34

Resolution
verified exact
doi, observed 2026-08-06T13:54:38.388968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.214226Z digest=sha256:0f157b2944fe96a92971f6f5c516a2cdf9a7d8c5cc0cd5aac0a822bd3f69090d

Observation 0c4afebd-7024-416e-9596-8981c77f1909 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:54:40.184549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.217387Z digest=sha256:b1128d4ebac60f3492bc4ff1a9d671ac127d2f54cd12bea099fca940d983e2f5

Observation d0a8bd63-35f0-4d89-8c6c-cec2d6e1c917 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 36

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unresolved
no resolver link, observed 2026-08-06T13:54:38.223226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.223226Z digest=sha256:95309d8f395fd9bb12ba8873614f46960735d05741cec4666e9ae2caf90db405

Observation 0e33de72-7ccd-44a0-9848-1011d2b83e28 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 37

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source=pdf_text observed=2026-08-06T13:54:38.225979Z digest=sha256:f7007e2bae69c11c648e0b8686a2eae8d6499486de0e7eec2113d725e9e0e57e

Observation 2cf43d0b-535a-4215-b5f5-c2944d031881 · outbound

This paper cites Adding Conditional Control to Text-to-Image Diffusion Models.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Adding Conditional Control to Text-to-Image Diffusion Models

Reference 38

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no resolver link, observed 2026-08-06T13:54:38.229084Z

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source=pdf_text observed=2026-08-06T13:54:38.229084Z digest=sha256:f10aceb1cee2a0ebca010d5da3ad6a98a93b76e6c7625155928fded61620cc3e

Observation a99c4c9e-5f1e-4f49-bd06-4d15559b3e4d · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 39

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source=pdf_text observed=2026-08-06T13:54:38.232160Z digest=sha256:96f74471b3e9c3e7a12dd46c2b480bf357d26faaeaf1c1a8f7ffddc5ef2b6ff8

Observation 14bef60e-1427-428f-8d02-323c5a89919b · outbound

This paper cites A Survey of Large Language Models.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation A Survey of Large Language Models

Reference 40

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no resolver link, observed 2026-08-06T13:54:38.235595Z

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source=pdf_text observed=2026-08-06T13:54:38.235595Z digest=sha256:a22ff3e731cf2637ee8847b4b38eb2391f566040e4ca861105e79ee074b6b3cc

Observation de01d9b3-8cc5-49a5-a1d3-13cd2c0ea0a3 · outbound

This paper cites Authentication and authorization in Data Spaces: A relationship-based access control approach for policy specification based on ODRL.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Authentication and authorization in Data Spaces: A relationship-based access control approach for policy specification based on ODRL

Reference 41

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local_arxiv, observed 2026-08-06T13:54:39.096662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.239027Z digest=sha256:efef41172cd646f2db9c43677b4a045f3c4aecd39b3e4df0b93720a18919ba5b

Observation fcef0018-7f7d-4db5-94f9-d4a04e96d14d · outbound

This paper cites A Service Architecture for Dataspaces.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation A Service Architecture for Dataspaces

Reference 42

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metadata mismatch
local_arxiv, observed 2026-08-06T13:54:39.082327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.242152Z digest=sha256:6f3a6b040b432343f367512cbca7f238cd102fbe6e8df2fa1420faa01946c4fb

Observation d191b257-d33b-4b66-9b4c-42c5ad1ff3eb · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 43

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unresolved
raw_fallback, observed 2026-08-06T13:54:40.173794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.245421Z digest=sha256:b50754c4d038c1c6180c6ed6b4bf907f59faa3148801470b58164bac148f62fb

Observation 67e585dd-8a1b-4912-9b14-3bde6db6d671 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 44

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doi, observed 2026-08-06T13:54:38.372177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.251307Z digest=sha256:ec6d20b62a1a1f37f2f608959c74f69eec55db72a78a018423f38a1e318c99ce

Observation e74030fe-0392-41e2-88c5-c144da720345 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 45

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malformed identifier
raw_fallback, observed 2026-08-06T13:54:40.162502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.254147Z digest=sha256:076c0ba0c4c60e956fc31d111733286d2b459e7be0228cef8b169e779a814ac0

Observation dd2d62e9-0135-4fc7-8218-1716af49dc7f · outbound

This paper cites Efficient and Scalable Self-Healing Databases Using Meta-Learning and Dependency-Driven Recovery.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Efficient and Scalable Self-Healing Databases Using Meta-Learning and Dependency-Driven Recovery

Reference 46

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verified exact
local_arxiv, observed 2026-08-06T13:54:39.002120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.257456Z digest=sha256:195ce3a8b420681ca94515cd3f3b8e6565991fb3e66143d79e4707f5d197aab2

Observation e4d653ac-30a8-47c4-8c63-01d06cbd321c · outbound

This paper cites Osorio-Marulanda, Gorka Epelde, Mikel Hernandez, Imanol Isasa, Nicolas Moreno Reyes, and Andoni Beristain Iraola.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Osorio-Marulanda, Gorka Epelde, Mikel Hernandez, Imanol Isasa, Nicolas Moreno Reyes, and Andoni Beristain Iraola

Reference 47

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raw_fallback, observed 2026-08-06T13:54:38.987580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.261201Z digest=sha256:e27eed2dec2cede6d394adfeaf80e93478a78f3f50acc7ceca5ffe3e60826280

Observation 787a2d8a-55e2-41e0-a99c-b68889cb98ff · outbound

This paper cites BetterBench: Assessing AI Benchmarks, Uncovering Issues, and Establishing Best Practices.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation BetterBench: Assessing AI Benchmarks, Uncovering Issues, and Establishing Best Practices

Reference 48

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no resolver link, observed 2026-08-06T13:54:38.264252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.264252Z digest=sha256:edab7e0e2a611088b9f9eb93d4a61e86954151d47653b51c173fe8f6dee0ed17

Observation bb70a1c9-fe64-4dec-8b15-a041d394d8ea · outbound

This paper cites Adaptive Differential Privacy in Federated Learning: A Priority-Based Approach.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Adaptive Differential Privacy in Federated Learning: A Priority-Based Approach

Reference 49

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verified exact
local_arxiv, observed 2026-08-06T13:54:38.894767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.267485Z digest=sha256:f22e8b4b23624d4fc0a53ec3f5100f35902cf828fa98c4e7ce6467e2e7f559bb

Observation 47d08e62-70d2-48a9-a3f4-5eb80fb918a5 · outbound

This paper cites Beyond Explainability: The Case for AI Validation.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Beyond Explainability: The Case for AI Validation

Reference 50

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local_arxiv, observed 2026-08-06T13:54:38.880873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.270709Z digest=sha256:732586bd99cf80647819ca3c48298811e80cb47ba6d1b3bff9dacd60ccd98aee

Observation 8270b20d-8591-4004-938d-dae9116f49e5 · outbound

This paper cites Neuro-Symbolic AI for Compliance Checking of Electrical Control Panels.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Neuro-Symbolic AI for Compliance Checking of Electrical Control Panels

Reference 51

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verified exact
local_arxiv, observed 2026-08-06T13:54:38.866030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.273874Z digest=sha256:2a2f8e194372a958dd3c75b7883909624063abbd64477d43f7b76e3835bdd19f

Observation d812edfb-1dcd-48e7-92be-8776c368505a · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 52

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no resolver link, observed 2026-08-06T13:54:38.277041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.277041Z digest=sha256:8095d653666dd8f26a1443463d12a9c083edff410e9bdb0340d1685877e10949

Observation 3366a7ac-0603-4a9d-a8ff-807ed059e00a · outbound

This paper cites Encrypted Vector Similarity Computations Using Partially Homomorphic Encryption: Applications and Performance Analysis.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Encrypted Vector Similarity Computations Using Partially Homomorphic Encryption: Applications and Performance Analysis

Reference 53

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no resolver link, observed 2026-08-06T13:54:38.280241Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T13:54:38.280241Z digest=sha256:3cc18dddbaf8025e99a6bc21d0b968111f4098e7ddc9b6addf19a74cf55e6a40

Observation 73f94f91-16ea-4013-a8ab-07648a908e36 · outbound

This paper cites A Somewhat Homomorphic Encryption Scheme based on Multivariate Polynomial Evaluation.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation A Somewhat Homomorphic Encryption Scheme based on Multivariate Polynomial Evaluation

Reference 54

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verified exact
local_arxiv, observed 2026-08-06T13:54:38.764535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.283515Z digest=sha256:6f9788ae7f0f12033757b116d3dd9922d7e6c0e8ac8e579aa09dbc6e4975663c

Observation 83d83faa-a17c-4084-8b2d-bbee509b93f1 · outbound

This paper cites Neurosymbolic AI: The 3rd Wave.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Neurosymbolic AI: The 3rd Wave

Reference 55

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source=pdf_text observed=2026-08-06T13:54:38.286931Z digest=sha256:6a8f68786bd881ed1ef00d56cd6fe2d63dfae086c8a2dc02f146ce0bd6d27dcf

Observation e5f040fe-77c3-415d-8726-27da12f91cea · outbound

This paper cites Murray, Abraham Stefanidis, William Y.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Murray, Abraham Stefanidis, William Y

Reference 56

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no resolver link, observed 2026-08-06T13:54:38.290244Z

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source=pdf_text observed=2026-08-06T13:54:38.290244Z digest=sha256:9c4b917015ff3cffe048a862b66498bc4829654393ec3e6d629d173db19f80dc

Observation 1ef209c9-d2f6-4288-8b7f-13e6dddbf0ea · outbound

This paper cites Tamilselvi, V.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Tamilselvi, V

Reference 57

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verified exact
raw_fallback, observed 2026-08-06T13:54:38.659585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.293150Z digest=sha256:5db6fe84bc4baebe352f3f644d2b24ff921aed0b6add5bd33852af2a300d1559

Observation c9f73c14-4e70-4216-bc5c-4a65cd1cd132 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 58

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metadata mismatch
raw_fallback, observed 2026-08-06T13:54:38.582245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.296303Z digest=sha256:b3dfecc64be92ef5a16e7867e2edb17ea0160701c6265c17d30ca7520bb6240c

Observation 4f39a83f-19c6-415f-8d8d-b97224eeb31f · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 59

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no resolver link, observed 2026-08-06T13:54:38.299285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.299285Z digest=sha256:7eb71c8a81b881b23e01a92fc1060c72e303ea4d7bfdaf3c525d6b650b2e2620

Observation d87bdb98-c146-4318-b695-b71da595018b · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 60

Resolution
verified exact
doi, observed 2026-08-06T13:54:38.354571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.302304Z digest=sha256:4e3a4db7e1082ca579c90de04bb57d2eefde4011d6487cd20d8a7ac83123ed11

Observation 9bcc1700-e787-4d7a-aed1-028199b5c175 · outbound

This paper cites A Comprehensive Survey on Federated Learning: Concept and Applications.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation A Comprehensive Survey on Federated Learning: Concept and Applications

Reference 61

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verified exact
local_arxiv, observed 2026-08-06T13:54:38.484675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.305594Z digest=sha256:e8a9399b8665561d0826292d46d5c03f59f3ea53531a194ab80a0c1be226d3f7

Observation 09d9021e-42b6-4575-a7eb-8b70337a44f9 · outbound

This paper cites Can We Trust AI Benchmarks? An Interdisciplinary Review of Current Issues in AI Evaluation.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Can We Trust AI Benchmarks? An Interdisciplinary Review of Current Issues in AI Evaluation

Reference 62

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unresolved
no resolver link, observed 2026-08-06T13:54:38.308630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:54:38.308630Z digest=sha256:d81bf751179ba6373df0db99ddeb370f3d1b2d1b1498fd13b45bd579d58bceb7

Observation 7b05f009-f17d-49c9-a6b7-9e40011ba4d9 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 63

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verified exact
doi, observed 2026-08-06T13:54:38.344056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.312268Z digest=sha256:5ff547047e8aac3c921c4b56e4f4aa922e473673b232406bc2197d7f1e0649d6

Observation 1612e68a-ee2c-4377-a025-ffb21e075be7 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 277

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unresolved
raw_fallback, observed 2026-08-06T13:54:40.243982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.148702Z digest=sha256:bf3fc59fef53d015a3fb48bad06432b61d0510ff1193caed9128b336a2291dea

Observation 1508ee23-1e0c-4de4-b781-821928f05976 · outbound

This paper cites 3389/feduc.2023.1183162.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation 3389/feduc.2023.1183162

Reference 2023

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metadata mismatch
raw_fallback, observed 2026-08-06T13:54:39.322059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.220308Z digest=sha256:68aa545dac89be569c8c8f49aea2f34bfb41ff8c17f54c8415085e4ef7ef963b

Observation abe7ff51-e36e-40a3-a94a-02ffdc810790 · outbound

This paper cites 3389/fdata.2024.1497535.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation 3389/fdata.2024.1497535

Reference 2024

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metadata mismatch
raw_fallback, observed 2026-08-06T13:54:39.068622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.248285Z digest=sha256:3a444142668ab4f769274ef364140f62da5dc06230c04adb9645ac8bfade8f92

Observation d5a3fa90-15b5-449b-a1df-b107612cccc8 · outbound

This paper cites an unresolved cited work.

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation Unresolved cited work

Reference 3612

Resolution
verified exact
doi, observed 2026-08-06T13:54:38.409286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:54:38.207417Z digest=sha256:3b75ee017259520a26da87cb931a1de69fa5f17860a8cd1ccaa390c0466f4c17

Pith citing papers

No inbound Pith citation observations are available.