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Paper Citation Record · LEDGER

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient

As of 14 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2507.12983.

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

pith.paper-citation-record.v1
2507.12983 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:38:09.124622Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T07:53:34.652623Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T07:57:15.647954Z

Reference resolution

37 of 37 outbound references displayed

  • verified exact2
  • verified fuzzy4
  • unresolved30
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e2400dd3-ebae-4d34-b9b4-3342bbaae3d9 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:14.836744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:05.890857Z digest=sha256:fd6d3c525b1e2925c376beddc036f15464712e6fa87f0dbf5364ed5f354d9c30

Observation 28b2354b-18a2-432a-9b48-845081a580c8 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:14.652760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:05.956273Z digest=sha256:cd3f3218fd9565b69fe024bdaa931b284ce0a11b02abe74c705da05d218197ed

Observation 2848f9cb-d407-40e3-9254-7d652cf20c3a · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:14.458020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:06.046452Z digest=sha256:d4c07eaba3be54e317ed4ad9ab6a4d86b6020552191c9d75defa8c004b76af4f

Observation ae84ca12-9d09-462b-8075-686774a216b1 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:14.317888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:06.153760Z digest=sha256:1beb535358934ff3f5f805130fc38b7894ee5b2640e320df4404dd72637f7a2d

Observation 9eb69aea-a7f4-40e1-9432-384e3d66d46f · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:14.155933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:06.236209Z digest=sha256:eff54819a2fc473f5c475706f887cda980cba3fb72316053a2a1f9348d27dba4

Observation 918812a0-c553-4d5a-9687-d2e3cb604bae · outbound

This paper cites Differentially Private Federated Learning: A Client Level Perspective.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Differentially Private Federated Learning: A Client Level Perspective

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T16:38:06.318026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:38:06.318026Z digest=sha256:b763d3ed013637ea0f0576c403c4b680ac0ade802ae497a4b778c388ac9e78f6

Observation 30fbf73c-6d13-4bcf-83e5-e16435a48795 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:13.934009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:06.404904Z digest=sha256:5c7d8844b875a71240a451af032df60f573d4c1d324b8af328a36057a16526dd

Observation 39e6deea-4e96-47a1-99e8-2a2e440d297c · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T16:38:06.467548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:38:06.467548Z digest=sha256:b7ee0d8205264b9eb9a5a6197e7500f01c57736a2d8701e50202a6c4b8219255

Observation 36403bdb-b67f-4874-b7ee-1d2e5d280f2f · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T16:38:06.571427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:38:06.571427Z digest=sha256:90de010e15ce21b8cf767e9fb48e9b9d8ffc9f09b4726019760a70f1c591c30b

Observation 520a4833-92b8-4d57-ab3e-e496d64a2950 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:13.761711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:06.637484Z digest=sha256:435eee7c8ceaf439014b0d92d8a164d9f5e11ca33c491c48d87f8ac2fbe3fa10

Observation 324b8dc7-7e69-4ca5-8e4b-b19bcb78700d · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:13.550374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:06.710884Z digest=sha256:65198bd3232addc45f93c042853463a37775cdc13843e1b0df225ebdd2e40e9e

Observation 7aa93938-892b-4219-81b1-6205a970da0d · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:13.330709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:06.794993Z digest=sha256:6a6407fe435f60096ca9f1e7a4f2dedfc817342b5a301033d0e750c6b8840473

Observation 9d4ba680-fc25-47de-ae30-d9e00e249eef · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:13.143927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:06.875804Z digest=sha256:90f6401e7d446dd51ef9864ea773c8537eeac9c4e5021e020ab7112c53c6dc00

Observation 1560a9d8-2c4d-437d-a1a8-4c5b2f73699d · outbound

This paper cites Reddi, Se- bastian U.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Reddi, Se- bastian U

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:38:12.955777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:06.990966Z digest=sha256:e7b4a5abfd67e7c823513bf88100cbfc2fbacc5dbc12d8c55b3f5acd98c18ea7

Observation 3d445508-4637-4db9-bdb7-8c705ea716dd · outbound

This paper cites Federated Optimization: Distributed Machine Learning for On-Device Intelligence.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Federated Optimization: Distributed Machine Learning for On-Device Intelligence

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T16:38:07.053376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:38:07.053376Z digest=sha256:a8a47ead8a4d7b289fbbb36b3d734b1df3b731d26f14402add30853da86489fd

Observation 95072386-0a36-483e-b968-250a828db749 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T16:38:07.138806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:38:07.138806Z digest=sha256:7df7130464c149669c8eb83c7e199f6d7364355131da0cdc17a49bfc9e786007

Observation 0de8fac5-718f-4104-9eee-7b0edf2f0486 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:12.774967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:07.243679Z digest=sha256:bf9694a412f4bd054079dce23c3b46f9b41f710cf0f749dbbd66d38218cc77b0

Observation 94734457-af5e-43a8-ad9e-5d8ab2f7f518 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T16:38:07.306731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:38:07.306731Z digest=sha256:7dbdce4754bebe3168d4a78eee921b91a05d4f46a1b417877f5b38f7f2db3286

Observation 675cb7e2-5a91-47a0-932b-fd1c6fddac20 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:12.603306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:07.382311Z digest=sha256:014a93f786b5b29e444de6780759299f3be2741fdc8418c3bc5717f8590fc48c

Observation 82cef0e9-5a2f-454b-a543-5a8a5cb1adeb · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:12.370636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:07.467069Z digest=sha256:de6ed8a482e6efb053ef4ed0a1750096b31406ca4f890f7a2fc9e8e06a8a1e4c

Observation 65deda3e-e60d-4035-8fe1-60ef04c735c0 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:12.183517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:07.541140Z digest=sha256:a521e84acebf0450114326c3ff9bf129ea2735f21fee4b52969462f6bc6d20b1

Observation 49ce6a52-7ea0-4f64-b31f-4cbe2d04c3a3 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 22

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-06T16:38:09.874133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:07.636598Z digest=sha256:16ed82437dbf7986c106a9a989dd150a07a939b1287fbe13a17180725f9ceb1c

Observation 498fcc91-45b8-4362-996e-fddf9d72d91f · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T16:38:07.756135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:38:07.756135Z digest=sha256:a31ba36219a04ee7af29589a7854946332013c28e6a67ce2ee3d664841628c5b

Observation adc7cb8f-ee6e-407b-acea-494f2cec403c · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:11.986266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:07.859836Z digest=sha256:deab9af343880835b0b88cf4600806e5d5b95a85b0018c3631ead8701d5163b5

Observation f2ee2233-0e2c-4577-8fda-60c0e48ef53c · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:11.823720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:07.943483Z digest=sha256:56a150c6c8ab249a58ac471a708d36d5ddd5115b8d7b10059e69dc0874661252

Observation 666cc0cd-01b2-4bba-8d3a-a241b50170b2 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:11.402233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:08.140896Z digest=sha256:a7b62ac5365c11e12f46e39a15fc43e02f5e025415b8e328ad836ea1f9c7c65b

Observation 77591358-eee5-49c4-8a02-810370ff554d · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:11.152515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:08.252294Z digest=sha256:e9aeb7f0c3b7e31ffae11da3fd6707617beea479cdb4810d26fc8e72198cc1fe

Observation cc98c8c6-89c6-4faa-9d45-bad788bd4640 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:10.982665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:08.343548Z digest=sha256:f4ce74493a2aaccd69d7d6e47dfedac3ba0c4a36e180f9dc6138b3377e359592

Observation ee188d91-9e38-485f-8a13-8ff1824ef236 · outbound

This paper cites Talwalkar.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Talwalkar

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:38:10.796436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:08.443551Z digest=sha256:1a54fb7264c22b850d2543c7d0746573b41930e3b088741e0e279d86f1786583

Observation debd7a55-d72f-4a20-b06e-41c2aec50b4a · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 30

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T16:38:09.669376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:08.544592Z digest=sha256:74a641ac64d3b6bb47ee362311ba4f2329421c362782ae0fda48e624c61999ee

Observation 8aa26dfc-4d09-4c61-b7e1-9d4dc5d6f039 · outbound

This paper cites Vincent Poor.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Vincent Poor

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:38:10.597837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:08.629147Z digest=sha256:b3019a23c5ed8221b2e9966fc75dcbf3ba15aa5735903c7204e77de1e73fec83

Observation 41178731-1663-4969-ba7e-e419792f0048 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 32

Resolution
verified exact
doi, observed 2026-08-06T16:38:09.306031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:08.734914Z digest=sha256:4d07f095d215f3379df3caff9fda67a889ff829fd33b2b19760580eb59bbeb29

Observation c0b10f7c-a006-4c8c-b9c1-a3ba89ccc7da · outbound

This paper cites Asynchronous Federated Optimization.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Asynchronous Federated Optimization

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T16:38:08.820545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:38:08.820545Z digest=sha256:84aa61b923f3b2d208aa7f27289816094cbe153c24fe4fa949d24ed100f8b901

Observation c27c69bc-0d68-42a6-b002-02c2d3038f18 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:10.400217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:08.957762Z digest=sha256:9ed5fe41789f843d9e47dd0fb1e7da3cce26d57bedb695e05d82283af8cbd75c

Observation 44023f5c-3e26-411c-af8d-1f294a3288a1 · outbound

This paper cites Federated Learning with Non-IID Data.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Federated Learning with Non-IID Data

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T16:38:09.026918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:38:09.026918Z digest=sha256:3b0ca808ccdb9c0a68ab63b4642bd2d56d1e9fcf22083824c45668283a6fb98a

Observation 96d8626c-5aa3-4f66-87f0-649b71e5cac1 · outbound

This paper cites an unresolved cited work.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:38:10.202586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:09.124622Z digest=sha256:6b96b0cb0264625a873a8c8712e477ad9c950fc429e9f7abe7c957b2181fd89d

Observation 14eaaa2d-a3b2-4f42-be9d-8e88da6a94c2 · outbound

This paper cites In Joint European conference on machine learning and knowledge discovery in databases.

FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient In Joint European conference on machine learning and knowledge discovery in databases

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:38:11.633770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T16:38:08.054119Z digest=sha256:a38faf0b370b2b358150e51178d093bf21d67e0f19afde9426e4750ac1a63a73

Pith citing papers

Observation b07bc31a-6964-4537-a696-7a54d5b50869 · inbound

Robust Synchronisation for Federated Learning in The Face of Correlated Device Failure cites this paper.

Robust Synchronisation for Federated Learning in The Face of Correlated Device Failure FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-10T07:57:15.649340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T07:53:34.652623Z digest=sha256:a2dd7537043d27f171075b0632d472a38e69a94d6921ba6d08f4eeb2724f0754