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Paper Citation Record · LEDGER

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

As of 15 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 2 inbound Pith citation observations 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 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:37:19.028040Z

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:05.890857Z digest=sha256:893fc8fb5abd109b43633645601cd928b898959ae11168003edc7f23dad759f6

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:05.956273Z digest=sha256:af0cb4b3e8f0b705fcd0525d5a23a996e11f4bd249f0a6fbf30fb46f067a812e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:06.046452Z digest=sha256:9873a9c171940731e1f1e13efa712327c8bf5edd8f184b7b8454fc3d27d29537

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:06.153760Z digest=sha256:5d4b9e07aab06a9ebc2ac91429cc417b1dcd97d3ff8461352826df98520938db

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:06.236209Z digest=sha256:7afb25f1565fbfac988730c9395db340373a126e5c65531bcd49a41e120aaed3

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:d266458a7d0701c7034395e332a7ca3ff3cedae03dd13b9c32463db3159af47a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:06.404904Z digest=sha256:e5864f2c91e33885ee0a4fc37ef8621a7b21883f06020db650d8de8089041a4f

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=sha256:04a5b076cc72969d2984227868ba8b79d9a7785cb4b8a6027b521f83cbe6459a

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:d729d294dd692215a0e3e1c6a3237a98924c944f964f968e6798a327d86b2e76

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:06.637484Z digest=sha256:86c4b2064d48335d31b0dd537572404df4ad8c337d4842d4a6f6f95a53a8eeaf

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:06.710884Z digest=sha256:27e50c02be451777c8f7ac52d69ed60a6c96827ff2ad2d7ca6a9178049d0adca

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:06.794993Z digest=sha256:64bf06a7403b3c5ef03ef84ee7d5b20918c7043de941ee732ec692123de4139e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:06.875804Z digest=sha256:b0fa2dc2cde9519778d8216d8155a588a354eef3ba7fc82e418b911f5518512d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:06.990966Z digest=sha256:7efec4ccabeaf438e219eb567a64b614b5fe84936c309695bfc63bccedc7e4ff

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=sha256:45245d0ad46c53868bafffc09752d4ae554869d2c6ac5069e6512f170e07850c

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:b8f2fca0f5ba8332dd665eea7a86db2da481d76fc9430bf83cd12a4aed676f8e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:07.243679Z digest=sha256:b601250a74b54b2ad66a0d2b99e1869159fb4f06cfcf4ca0f6f89927d74f3477

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=sha256:2c999d844bded9af4634b4cfa4a4896039abe03d716fceb385face7be339d0c2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:07.382311Z digest=sha256:d964f2a71d5c47eb078b05676cca7dcfe834b197780f87882c38605583e8a50d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:07.467069Z digest=sha256:19a35ef425c4db3ed6fc6767b8862e53245a5c64b67286f2a4a8e63374585bdf

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:07.541140Z digest=sha256:8cb3fc93679e7f24191b3bfc923420bc23262994febfc92a56e0c9e8eeb1dc9e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:07.636598Z digest=sha256:ee51ea7d97b96d01cf2864e0786b153000f8dc4983503a74972b6723e9b180f7

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=sha256:64d263907121ab9cbf680fe45e364dc36e31f0ff2395cdea5e2e30cdc1a81a48

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:07.859836Z digest=sha256:251d39e43ea73f841c82865cf2eb7fc568301bac8326ef6d5237837f37ddae8c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:07.943483Z digest=sha256:73e741037aa0dbd8e35488a02e91f5a1ed4688b862e41040fa95c1a9a960eb07

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:08.140896Z digest=sha256:2faa56f36dddc9e986eec0f8d945fdcf53b09bb73e66223e93412c1216f6fbbd

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:08.252294Z digest=sha256:572b0dd218a8c2a0f73d2401999ecb000b1e84c78fda8762ae8b8ef19884d1df

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:08.343548Z digest=sha256:9ab48294bbf8591333709332977ea67bc9d0a227a91a309565ed45eae395dddd

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:08.443551Z digest=sha256:da5dcecd40847c75f923b14f7330cc8c8105c3052c6a9fa1f1174c807fc070fe

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:08.544592Z digest=sha256:c9f90083ac351257243b388c621613387e491f4f1a7f7ce9c76c5ad7b1969f4a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:08.629147Z digest=sha256:4bd6ab4697147b49ede5d32eaf63ecedef61c0ecf64ca655dd66f182584e9f43

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:08.734914Z digest=sha256:75b2429711f0251ee8f42c13fda79b5ed1a5e2ea53a400a5f3287fe758278449

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=sha256:06d834afc031ef11d24e147b65fa795432f44cf0de7cb153eddcad50b3d0ce11

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:08.957762Z digest=sha256:707728a7a2ef6c077f5326f3ad09d7e044982716f97f141e6c1aaf930a2e555f

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:e9cb77f326f234dd22b23badcd4e45088a2b91ae6c8ebbc159cf90988df6d2f8

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:09.124622Z digest=sha256:6e94d0a87e20df360efea8fbd4b6c541634223434697cc153c974aa5a8f582c9

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T16:38:08.054119Z digest=sha256:f165e655a92bcac7995ce41ca370bccc5e199dac41e3eeb4f8b238eb34418eff

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-10T07:53:34.652623Z digest=sha256:a72f1af4562af5ea31ba78a379451bded0aa9a0ebc21f82c792eeaebcb8d42e1

Observation 426177a5-75d2-4c3d-b79a-470736c2b395 · inbound

Fairis: Fairness-Aware Aggregation with Provable Influence Containment against Fairness Poisoning Attacks in Collaborative Machine Learning cites this paper.

Fairis: Fairness-Aware Aggregation with Provable Influence Containment against Fairness Poisoning Attacks in Collaborative Machine Learning FedGA: A Fair Federated Learning Framework Based on the Gini Coefficient

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T14:37:19.028040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:37:19.028040Z digest=sha256:c49076c066df13fccd8baaa962ea17464d70c168ba39366653d752bf2f1bc425