Pith. sign in

Paper Citation Record · LEDGER

Toward Malicious Clients Detection in Federated Learning

As of 18 August 2026, this Paper Citation Record lists 85 of 85 outbound references and 0 inbound Pith citation observations for arXiv:2505.09110.

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

pith.paper-citation-record.v1
2505.09110 v2

Coverage vector

measured 85 of 85 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:46:31.495748Z

measured 85 of 85 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

85 of 85 outbound references displayed

  • verified exact1
  • verified fuzzy4
  • unresolved79
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2bdbda93-903c-48db-8f89-2ff7650b1aa1 · outbound

This paper cites d.].Federated Learning: Collaborative Machine Learning without Central- ized Training Data.

Toward Malicious Clients Detection in Federated Learning d.].Federated Learning: Collaborative Machine Learning without Central- ized Training Data

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.164690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.164690Z digest=sha256:97f8aee4ff384a0855084e610b1a3529672ecc8326a97f79e6495f2347e69791

Observation 79d911d2-a9ef-49b2-b4b7-bef9f48586f1 · outbound

This paper cites d.].Utilization of FATE in Risk Management of Credit in Small and Micro Enter- prises.

Toward Malicious Clients Detection in Federated Learning d.].Utilization of FATE in Risk Management of Credit in Small and Micro Enter- prises

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.170266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.170266Z digest=sha256:e4c0a78104a71be5b4b33ae27b9c564d92c197ee50c4a14741e7c53afb797579

Observation 03eeddc7-55cd-42fc-a88a-d5227f1c8e7b · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.174694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.174694Z digest=sha256:173254ca6acaf8b7ead383516331cfa89f5712a7ed58ccb290f4cae1c4df6756

Observation 0959aafc-ad37-4e98-ba43-434a6e5a5c0d · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.179521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.179521Z digest=sha256:7577db5b69ec6333c65b234d3a9abba780041e65c2f68439e081a0d613aab987

Observation 3b422779-a88a-49a6-9428-58a29792fc68 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.183888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.183888Z digest=sha256:99efb0a3f273e2f1af2721adef97020b372b1710296a313b19a3c52425e13f4d

Observation 4ecfddfb-5d90-414d-8cca-6f7b0a96b6a0 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.456437Z

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=2026-08-15T21:46:31.188710Z digest=sha256:5695e95566e7485af2fa66e1c9e1d295bcf20f0bbe5d1cd7067d41fe6505f7b5

Observation f54f6503-7d9d-4c60-9d5e-affdc3b52f6a · outbound

This paper cites Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges.

Toward Malicious Clients Detection in Federated Learning Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-08-15T21:46:31.564754Z

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=2026-08-15T21:46:31.192916Z digest=sha256:1c72b114881cb62eb70160e1a8dfd201717a8d5c73a6c015246703449fdd5e31

Observation 5cc50bc2-2846-4ec1-bbc8-68b77cfacab2 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.197172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.197172Z digest=sha256:8aca05830d4d5a4e85bf007be37007d4092a8ba5fadf3721e0a0a58a68e3a44c

Observation 594ddf2a-e725-4c85-ad1a-976307daeef4 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.206158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.206158Z digest=sha256:635dfc542abd8a287e62574fd9407eff424c5e4c60ac06156991441d0178d59f

Observation f955eaa2-60e5-481c-86b4-1113a9b5b884 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.405731Z

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=2026-08-15T21:46:31.214038Z digest=sha256:c4007f94d5d39da4cdbcf15fe6b0ee6ffc6ac73c44d0cc357cba2584d4b18dc2

Observation bfc1e524-4707-475c-bf11-7536f258889b · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.393508Z

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=2026-08-15T21:46:31.218842Z digest=sha256:76e5c24a20f5b00cd5b471bfb624724e1ead09f97f725a3a8608bcdb0674e1f3

Observation baa0a310-635d-4da8-a8de-3dad2c038dd5 · outbound

This paper cites Brendan Mcmahan, Virginia Smith, and Ameet Talwalkar.

Toward Malicious Clients Detection in Federated Learning Brendan Mcmahan, Virginia Smith, and Ameet Talwalkar

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:46:32.380238Z

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=2026-08-15T21:46:31.222583Z digest=sha256:a0ed66a5fa5063e44f6f5c7d06071b29e3b29a61f6abee416c34204ed2497e03

Observation e69cae40-1f97-4705-976e-c4b27f759f55 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.367708Z

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=2026-08-15T21:46:31.225874Z digest=sha256:4690c8398fac953dac37eb41651b90d5ecd03568c2c30e47acabbb24d6cb08c4

Observation 6b2d1ae6-bc2a-4b7d-9726-4b6696486411 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.355769Z

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=2026-08-15T21:46:31.228962Z digest=sha256:fae8793a2e6b8fdb487519c715b80ac94b25763a880f7be49a58c1b90d408915

Observation 7f1cde85-bac3-4941-b8b7-057aecaafe82 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.343296Z

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=2026-08-15T21:46:31.232516Z digest=sha256:6103ab5545375524f6fba2bb67dde015f64c6c549a319a42c17da71588e0df61

Observation 2ff1f133-e11d-4305-84d9-95e1ee3d57ea · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.330313Z

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=2026-08-15T21:46:31.236046Z digest=sha256:a6bc3340cfa6476d571849252f6ce5884d32618817652071641788b226dddd65

Observation 4d376b95-f5a2-4a86-91db-1d6696c8bfa9 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.318928Z

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=2026-08-15T21:46:31.239691Z digest=sha256:c214ba5444bccd3b0899a8df11d366d71e003a548e472dd128a184d829e74d7d

Observation 31bc6784-4cf2-474d-90d5-3a43c2057be2 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.308386Z

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=2026-08-15T21:46:31.243582Z digest=sha256:3d194fa0f2ef1767d3e0f38532aa7b75087e35b886a4b734e386bc22df98f5cd

Observation 7ffc5ccf-b431-40c2-bc7e-86f841646966 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.297255Z

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=2026-08-15T21:46:31.247948Z digest=sha256:35eb25feda5734e747f3da9fa31b5580cc943e967ffde61fa9b83eb7139d2937

Observation c29b88b2-7a68-4ec4-94ed-8f149077d6bc · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.285565Z

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=2026-08-15T21:46:31.251734Z digest=sha256:7077a5da71f15e9227cfca0f4178f1404f575dfeb243dd6e01f19bca7d1261e9

Observation 39cb7f44-f955-47ee-9b11-fa3f47198316 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.256391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.256391Z digest=sha256:d84466bfc51f77ccefd5de35e626fab65d491b61d79cfa08a5dfd3c98ea0be99

Observation 0a8b1950-7e1e-4967-9db7-152f8c8f043f · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.262248Z

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=2026-08-15T21:46:31.260315Z digest=sha256:ca0a3796058f620094c38abf9b32e2b7b4fe3de689d179ba20f68ecce216fb20

Observation 8ae0cd4c-90a3-43a5-b7f7-78d0e171ce5e · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.250993Z

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=2026-08-15T21:46:31.264443Z digest=sha256:279092cc5fa21bc77df0c3026fa14f58f87cfcf1f32ce20944d5751a3649011a

Observation 061dde97-e8a0-431b-afcb-97526fc94397 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.268496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.268496Z digest=sha256:561dc32559d427cd24c6872fab6be4f5deba300543cc547dd5ba834b5a7397c2

Observation 925bec31-3415-40d8-b35d-477c30f014a5 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.232204Z

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=2026-08-15T21:46:31.272511Z digest=sha256:e4d89d0681e463fe8d447b3b481b20c20a3df419565ebec27f1858ec27bf485b

Observation a49a5d70-5d67-4ad9-9117-0af577c7fed6 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.221068Z

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=2026-08-15T21:46:31.276361Z digest=sha256:592e466fc8bb94fc3dfbffa2ea7686e27bdac8e0a575364b1dcc40eb312d0cf1

Observation 04979c41-c114-422f-9616-8bac7e5dce73 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.208902Z

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=2026-08-15T21:46:31.280837Z digest=sha256:b410af126cf8501430b5d1bfa5e2830f30cd4463a0cccc4d4f212b97b95f163b

Observation e1e1ee79-7ba0-41f6-a3df-0ecc2527b442 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.284791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.284791Z digest=sha256:e376581c2bbcbd0951d3ef2863800b78dc97feb770baafff0a5a360b6a03841c

Observation c8fd0c1d-e970-47ed-baa5-7b991e75fa7d · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.189197Z

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=2026-08-15T21:46:31.288756Z digest=sha256:4e2579488a78a6790d017e4701f26bd7bb726ebe6ba8d3e75b2a4f8f57514b71

Observation 29b2079f-1e8f-4d03-a815-403c642d10b4 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.177205Z

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=2026-08-15T21:46:31.292854Z digest=sha256:a94e3ca330926f7c15bef1675aef8351e18574d56b337aa1b68d576993a787c4

Observation f55b109f-9fcc-4a68-ad0f-d734bde7a573 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.164601Z

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=2026-08-15T21:46:31.296766Z digest=sha256:12428e8d2f19af2b30d2fe5e7fbee45d7cf8c6ff63c0228bd520a321d557c6eb

Observation 2a5ddad4-a4a6-40f0-86f9-7885dc0f7b98 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.152856Z

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=2026-08-15T21:46:31.300302Z digest=sha256:394efdb48c4ddd442061b06cb22718a560a4065186e9b0162e378d1c323b58d9

Observation d5bd08bb-4035-4d74-94b1-eb5a2f3e3117 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.303662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.303662Z digest=sha256:5824d920b2fe1cf27fc0188bd6d0a870a9181b67ca93c213c2d3fa4551bdf670

Observation 1fd484b9-8418-453b-bbb4-ec4e5a373f18 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.134455Z

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=2026-08-15T21:46:31.307215Z digest=sha256:597d58c189bc90f25f4006f583b04d93ac43be377bd054dcbc0155fd4c171f1a

Observation 97bd6506-0695-4cdf-b116-60ec67611557 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.310747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.310747Z digest=sha256:215611148dd649b5138c8fd97f7d31394fd0f5ee9f9aeb3ed82f1de251bb3656

Observation 90398ecf-a75e-4bec-98f6-ffb6177bfa3e · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.116076Z

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=2026-08-15T21:46:31.314168Z digest=sha256:d1244a7748c280e91940b8960417945bdde3167833a8f994c50543e187f74b4d

Observation eda103aa-8ecf-45e6-9cc5-2ab021fe05af · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.104450Z

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=2026-08-15T21:46:31.318223Z digest=sha256:da1e027ec10e538861eaf74d0bf3eeaed7e2230818e1fc05495bbed060ffad99

Observation 6a19ab4c-a5e7-4ca0-bfd3-0432050b5981 · outbound

This paper cites Krizhevsky and G.

Toward Malicious Clients Detection in Federated Learning Krizhevsky and G

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.321962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.321962Z digest=sha256:0b108c8cded223d3fb11e8cace47ab56320ba65fee658adb50e6ed79f8269c30

Observation a3cfe604-b40a-47b6-aea2-288965fde22c · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.085182Z

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=2026-08-15T21:46:31.325702Z digest=sha256:a1ae12cb3692b340f0e786094bd5b780e416523660504094a9d43252fd980450

Observation 3066afce-fc08-4f0a-ab57-5f161902f0ea · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.073296Z

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=2026-08-15T21:46:31.329206Z digest=sha256:0a13315d8daf519ba6e4e3905262ad159f2c74895d9ee12b1b370d6b72ce3939

Observation d1369331-5091-4f48-be4e-de1348b2e05b · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.332487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.332487Z digest=sha256:e171805a45640e3330046eee2bcaeb568a3b460a579c26e9c5c95203f27629b0

Observation 9120f737-f2ff-4596-bddb-02bdc77c22ab · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.335806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.335806Z digest=sha256:73252e7108096402f9897a412cf78dbfd5ac71ee3ef9b0bc214d6c7005e01347

Observation 1d8bf91d-f457-443f-9b3f-b547e7ca20df · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.046539Z

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=2026-08-15T21:46:31.339888Z digest=sha256:66228eda51afbad4697c1dc669d5446be7c6850b9012679e3c7abe9bf5407e1d

Observation f6c4d7c1-0342-4dac-9e3a-d7c99ccb816f · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.035158Z

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=2026-08-15T21:46:31.343413Z digest=sha256:993b0a5ff82590407fe5d9149c2f9254ca6e0c366ef3d9e08c77615b58b3ceb2

Observation 35d82ee0-3619-4f14-87fe-0c319d49048d · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.023654Z

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=2026-08-15T21:46:31.346985Z digest=sha256:b34e10687243339785eda7d710d2bda1982f53504f6e4d208c9d281c15dbc729

Observation df44c599-adac-4de4-a99b-733d8ee4aa59 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.013087Z

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=2026-08-15T21:46:31.350429Z digest=sha256:a68bace299d55ab2c27fc765a48cd9472ea441866ca275ecdec64ec14a93d452

Observation 19692bab-7a30-414a-89b3-8da18a675fea · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.001842Z

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=2026-08-15T21:46:31.353719Z digest=sha256:34ae71fb5581a6eca3d03793585190d77cfc44c627c24838a32cece0ba1c4383

Observation 69971bd9-b084-4725-ab19-ef5355f884ed · outbound

This paper cites Brendan McMahan, Eider Moore, Daniel Ramage, Seth Hampson, and Blaise Agüera y Arcas.

Toward Malicious Clients Detection in Federated Learning Brendan McMahan, Eider Moore, Daniel Ramage, Seth Hampson, and Blaise Agüera y Arcas

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:46:31.989165Z

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=2026-08-15T21:46:31.357789Z digest=sha256:ff25ed97c9c232aa7a84f2b422326d0f1bb8128eac3c32e7fdd480c59ad32417

Observation 5b966e2c-db7d-4a55-8efb-badc6348f577 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.976636Z

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=2026-08-15T21:46:31.361486Z digest=sha256:d5a2bb347c241e493f6e6fea124c4d80663ab146e926275f51651c4c4c63c796

Observation 8797f6d4-4f2a-4c13-aa27-d7476b4677b5 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.960859Z

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=2026-08-15T21:46:31.366185Z digest=sha256:00e2de6dfb7324cf020b14950847475d242aa5ed30631ab42b6945a3b3493148

Observation 1d4c344c-fa26-4637-99cb-81924d6f979e · outbound

This paper cites Byzantine-Robust Federated Machine Learning through Adaptive Model Averaging.

Toward Malicious Clients Detection in Federated Learning Byzantine-Robust Federated Machine Learning through Adaptive Model Averaging

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.370274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.370274Z digest=sha256:109c2c21147cf1e75048f9991010363ddcee000e58ece8dfac4e9b61f4d41575

Observation f76b2aca-57fa-4d29-939b-c452346e622f · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.946328Z

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=2026-08-15T21:46:31.374140Z digest=sha256:03aa1653041e8c487e3308bfacb09d616b3f3245e6ff40b78ecc1747421c0041

Observation 87803d6a-a5f2-4108-b5cf-0adc2db31ca7 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.934200Z

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=2026-08-15T21:46:31.378375Z digest=sha256:d670bc8ec095f839e7a7b2ae6f1a6b51d7fccaf40b67b54b4d57ebd4e873717f

Observation 4f98a792-3a8f-4a28-8661-3837ce4c5ab9 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.382030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.382030Z digest=sha256:306dfa8cfb3190afde7653978d6815bb73f47d59abef1c7cd2fd543d87bfe740

Observation 84b25a3a-08dd-423c-84d6-fbc179aadcee · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.914144Z

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=2026-08-15T21:46:31.385729Z digest=sha256:d89aa445e0558a901ffcf05498f7487c7cf9ea31b7ae9b576506bf7a7b9bdc18

Observation 71e53045-0adf-441b-adf2-aea6db46b0cc · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.389395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.389395Z digest=sha256:1b686c2378bc5cb4323e28c9f3175463694c3f1045de494c38f20b9019af17fb

Observation fe170e7d-1985-45c9-8beb-14ed86389303 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.894462Z

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=2026-08-15T21:46:31.397507Z digest=sha256:cc2fcc731c711d92e343d3fa7ae588e76b463cfdd4f63c5ca97a8af67339d371

Observation b3cd72ca-3249-4b9c-af17-7bdd4598b075 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.883876Z

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=2026-08-15T21:46:31.402168Z digest=sha256:59704ab1ff95e397d940766e4ebb0a9183620b7f680a94f3497bf15c7c6c46be

Observation bc84b019-e003-4a5a-b201-f043807da9e6 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.859922Z

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=2026-08-15T21:46:31.412376Z digest=sha256:af0796465dbf4d7f34393d7542ad60afaa517e274d3486692ce92e96949b7950

Observation 131f6397-fb76-43b6-a177-729b3f22e899 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.420249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.420249Z digest=sha256:b3522c396a2f73cbd5d0d21b5f8fcec1e2728be8b9698ab85491bafa3d5869a7

Observation b959302c-329c-4d3b-be6e-6d629321364c · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.825894Z

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=2026-08-15T21:46:31.423651Z digest=sha256:e1c26b450424875b2c3995e2f079405b1ffac174fa3dc1ed4c0fe2e60c3062b3

Observation 18340152-2303-455a-b6f6-00add1a2b020 · outbound

This paper cites InNeurIPS.

Toward Malicious Clients Detection in Federated Learning InNeurIPS

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:46:31.871976Z

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=2026-08-15T21:46:31.408006Z digest=sha256:914be3a26aae0970f0280638d130d731b9c46d3fce733236553b0be8dec0ae03

Observation 083b7e69-465e-4ff9-8189-7c2a569ea4d5 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.805615Z

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=2026-08-15T21:46:31.430526Z digest=sha256:56b0bbce50f4f35e2b97bc4c75fd9fc46b3fe69ed6a1cae7252cee3164e8feab

Observation c96d6811-7b8f-48d7-aa24-ff83dc570bfc · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.793051Z

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=2026-08-15T21:46:31.434180Z digest=sha256:6d109af23f31341bc86fbbd25c5d62e05e611716d5c9073ed0f371c96def8aed

Observation 464c9dd4-4e8a-419d-af07-05f334e821d0 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.437769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.437769Z digest=sha256:dad4be0418a4682231730cdc63cd118b43c3acb4c990500b1332e6a449a4c32f

Observation f0d51d5b-f800-479f-8f58-e6b43e6df705 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.757641Z

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=2026-08-15T21:46:31.445237Z digest=sha256:840e2aecfdb44f8589ff0ac562951833f813ade4e6630856f804b7f0578a54a9

Observation 081c3681-83d1-4321-8a23-17a5e8504453 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.427063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.427063Z digest=sha256:425a9aaf88ed54d33aba5a07040e067c53c2176da37e5bc1a162bf06ad0371f0

Observation 44885db6-e0c8-4cc3-8e93-c211c6af9449 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.452996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.452996Z digest=sha256:b7327ed4af0a67b6d24f75796787348dea4aa5fc5844a7c87b45a43c3bbbf0a3

Observation 9ad2c887-f856-468c-8edf-e4ae3976f286 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.699557Z

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=2026-08-15T21:46:31.457878Z digest=sha256:ceed66b83ca32251d70e72c8b430e7767b720951ee045e202ab0de2aa2253b6f

Observation f0e84fbe-2dea-45c7-b6a0-b3fc62a0bc15 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.679097Z

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=2026-08-15T21:46:31.461776Z digest=sha256:c1d5ac7e48bd87d5021279520056b9a55112fe09b6a1c7b7f03f61348adc96f7

Observation 89ea833b-0ba2-4444-a29e-dccdf62586e5 · outbound

This paper cites InASIACCS.

Toward Malicious Clients Detection in Federated Learning InASIACCS

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:46:31.769871Z

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=2026-08-15T21:46:31.441389Z digest=sha256:aa05a0e5a3dd0be0ece5e2b392f6ec99946061c3835d59006e3fb3dd664f2d6b

Observation d12ecd0f-080a-4ee2-ab96-4bedeb042bd5 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.655693Z

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=2026-08-15T21:46:31.469996Z digest=sha256:86faa56216d129125596d3fb65818df8f854d6be89f4baab60dd1cebba5291dd

Observation 8946a249-d998-4645-a9f1-760e82d1daa7 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.745975Z

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=2026-08-15T21:46:31.448828Z digest=sha256:423c5a2dfea1d52dfeb338c572e61192c58685c5e310eaf46e213cf56eb837c1

Observation 247a3fce-19f1-40ca-bf5a-719060172848 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.624093Z

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=2026-08-15T21:46:31.481182Z digest=sha256:056ffe4bc0539ee1c8dfa5776c643d23fe821c64ff970cedc3108b7b32407960

Observation b47d4773-0c05-4050-b483-eb0bc28fef3e · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.484702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.484702Z digest=sha256:e160cf2a4769d397147917b869abd27a4402df0e59939ac31a58f6d415bb898a

Observation 4019dbcb-c380-484e-8320-6b1aa69d9aab · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.603999Z

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=2026-08-15T21:46:31.488196Z digest=sha256:e257e14e3d0c1ebfe73120c11e148e5ae612f6ff7f6ae9a208cb4f58c4b6327e

Observation d954bf72-13c2-47b4-b75f-3e7ec4ac6951 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.466360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.466360Z digest=sha256:cc8006ac48e4460f00022623be78e376e60e6d568d5e6f47418a042fc5c6d4b5

Observation 21315e25-9465-4523-b7e9-4c47ed7e879d · outbound

This paper cites BDIndicator.

Toward Malicious Clients Detection in Federated Learning BDIndicator

Reference 78

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T21:46:31.578521Z

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=2026-08-15T21:46:31.495748Z digest=sha256:0b62ef7944d703c5b4921ce4fc39a4183592f7548d7c2def283ad6f9d24a7856

Observation 27a689b0-c036-4c59-8a5b-068efa8b2f51 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.477244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.477244Z digest=sha256:8b896ffd14c5b38dd591af8dce78a39b4dcc57860c21c846db103ebab2052f42

Observation 04e52daf-2b58-486d-831f-b905890e1fa4 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.591250Z

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=2026-08-15T21:46:31.491881Z digest=sha256:e65599080073ff1a5b0a6e7faef75fb6f6e44029ee6a41264478331513f0c6f9

Observation ec332ae2-79e7-46a5-8867-882967897786 · outbound

This paper cites In NeurIPS.

Toward Malicious Clients Detection in Federated Learning In NeurIPS

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.210118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.210118Z digest=sha256:3223065f70aa096c182883f6b7dbb4e7b586d55f4f4b2549d483c4fefaddce6a

Observation 01a791da-bdf2-4c20-8299-5a1b0a0cf74b · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 2019

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:32.436020Z

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=2026-08-15T21:46:31.201230Z digest=sha256:a021d377eeefffe3374a42246d0c53e9dc910b3ababe701645dbae14be97d679

Observation 077cfb41-82ac-4768-a840-1b6eaf74834e · outbound

This paper cites Federated Evaluation and Tuning for On-Device Personalization: System Design & Applications.

Toward Malicious Clients Detection in Federated Learning Federated Evaluation and Tuning for On-Device Personalization: System Design & Applications

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:31.393400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:31.393400Z digest=sha256:613239ce1c04572f01fa4dd2e70655077b29081fe1a2bfc04b829c42bef96c23

Observation 3dd719c3-ca48-4739-8a01-640086d51b16 · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 2022

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.847445Z

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=2026-08-15T21:46:31.415903Z digest=sha256:95b2cd443738eb9ba5006ce709a4fed3405edbade866c40229e6c582391b058b

Observation 9c213a87-93ec-4e5e-95db-1479af5627de · outbound

This paper cites an unresolved cited work.

Toward Malicious Clients Detection in Federated Learning Unresolved cited work

Reference 2023

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:46:31.643249Z

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=2026-08-15T21:46:31.473851Z digest=sha256:4ada36d68f1d312107eca17b37b673db7fa6552cbeaf13a29234e57c9606211e

Pith citing papers

No inbound Pith citation observations are available.