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Paper Citation Record · LEDGER

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

As of 7 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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:05.890857Z digest=sha256:4b5045fdee396c2942c3633367ffb7197b6f36470e8e7197a04de2043997d592

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:05.956273Z digest=sha256:55a98946925a8f0e0829a0bb8c40356f53180a19a0fed3a8d9a13ffde8898440

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:06.046452Z digest=sha256:81a8b6dd5b80fddff9141a9d1a40612c82eab5dec9d257221a40254aeb8d3687

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:06.153760Z digest=sha256:a7298873c1c96c809988ce97e2c09315a66e833f1d1f086137deb62ac6567523

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:06.236209Z digest=sha256:e43f99d0c408c7414eeaacd7c959f7117213f1425a4aa3dd75a74087de53f5fa

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:e19000b0d94817ba9280d0066de03ba808a03f32c46d279c86304bcf801a3fbd

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:06.404904Z digest=sha256:c8eed18dcbf710563c20939ac67d3d0bf734186df676118b98f0c23b55366cab

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:ab2d3b21617231ce4732cb8d8b23e561fc12773cfb83290fddee2857e6ed8a0d

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:b72275742e09c96a3fa08e7ae16f70266de85c76caa29cd53dc4ca4c287a1fd4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:06.637484Z digest=sha256:fd3ba797d3dfbc7c4d55218146654dccdf7a7fad44c2d988ffb190c0fe1ff0f4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:06.710884Z digest=sha256:8fb04859e3940b85e463e68e1a78f27a2e57c328424de3cfda4beedc276cc1db

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:06.794993Z digest=sha256:d0be700ac00074a6cc3d6ff35beb3f67f3ea839044cd966bd8e98237935e2a6c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:06.875804Z digest=sha256:d81c6c40f506e5a54e5c43c6582d8d8e1d2fe4255d289aa4ed6e5e7221daeb24

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:06.990966Z digest=sha256:d308f3512a3dbf017ef9af737ae89d64a49879342d8bebe3c94243a76866be72

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=sha256:714e9398329fe5fd2cd59cfd33bae471b7cf6b58a149bbac643530eb090778ec

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=sha256:8c03dad938d81d3f469e98a26aa91f61c85b5e973d00369ac78c0f5955d70453

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:07.243679Z digest=sha256:bc70aee5f1ef9868213ba9ebaea3fa39f5699b8b3948af099dc211f159bb9664

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=sha256:275905faaba0b7fcd89b928f6e52321c6b370688cb8f519a7d575fdaf40f2e60

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:07.382311Z digest=sha256:688c5a6446d004e40a9492b3e763540814e5374641c97678d8aaa05eace18958

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:07.467069Z digest=sha256:b03c9896d915cf4822edd2cee189330be6f36598a55669866d94340581c071d7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:07.541140Z digest=sha256:c2e0c81ca3a06493840295d441d536497c766e198ec603512d55f60747e90b60

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:07.636598Z digest=sha256:b6744e7b87ff91d5137b12586ae70697690cf0efca5154f3ad031e5eeada3750

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=sha256:2afade8429a9f53f74b30b3037e6347becd9522a3202623e8ab481fdc51df460

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:07.859836Z digest=sha256:8ba5192ffc742b95bea657df9aba08b32fc098545c67d4ea16b04df7768fd2eb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:07.943483Z digest=sha256:0bebe183de794d1910b5cb1efb4daaa33a5ae2ae4a859d732fff2cc724de366e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:08.140896Z digest=sha256:5480d0824d3a0bd2ee198c70842e0a916f9681dbaba41b6299b35bc6c56da3b4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:08.252294Z digest=sha256:4e85b58f3991363f8b6489dd2e662c0fb255f3ca9ab54ad4de82febe138c41a1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:08.343548Z digest=sha256:349391072bbeb29ad084a01d46f5cf33a9c4548dd2f399e69c58701b16dd8bcd

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:08.443551Z digest=sha256:4b4fa01945ecf6f26be04a1b3c66361d3352c7d3cd3fb731c590a58381dab7a5

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:08.544592Z digest=sha256:623f79bffdc16103ce3ebfe7efe8633079a8560abf8eb5761feb889c568d55c6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:08.629147Z digest=sha256:58f6d8ad894d3d7e98794bce0bbca3d45f557e33f7f446e0cf83b50ac20e8104

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:08.734914Z digest=sha256:fdb32af516e405b51f8632d2775e9a6e643632dd910a78c046ff9f5c98d257f0

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=sha256:64b5bf4a681efcb4af862f34cd5a7c7a18242ac5d45121e6580e14bedbc124ef

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:08.957762Z digest=sha256:7d14a9969663120a22b2e0caa53b6044b66ba1c39f7fab4cf6b835c3d2ef8d53

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=sha256:61b35818e8eca9e7113e0afb2b2ee8373f93e66955234460a786affbe3ce9b17

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:09.124622Z digest=sha256:5b06e6c58b7526936c98c25829e0e2446a3671c3e61fb6cf0ddf7b0f3f62adf9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T16:38:08.054119Z digest=sha256:59737f42f5af7b9223d247bb8e166ba8a7c766644e801f850a98aea8b7710c59

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T07:53:34.652623Z digest=sha256:33acc5f9802dc98045bb73895a10f42d5c302ea0665d13b5da07f4e2cfdf2705