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Paper Citation Record · LEDGER

Toward Malicious Clients Detection in Federated Learning

As of 20 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 2026-08-20T06:33:59.587034+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=sha256:2ef8f21f04f1ff75a0fde92cc748c88e6f4dea649d844a21c3e03a1fa9f7caa8

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=sha256:8bdd4816126fa83a333c7aa24eaae9fef744048ba017f713c2759e78a0e9aceb

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=sha256:6e31e925ee0fb8693ce19a9f3873feb01d84d91293a33d6a041da214aef8af87

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=sha256:76c6bcb5aeb93fb254db7a51905940c0d68acd207e746e75e92d0a77b94305da

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=sha256:71e0eadbab1488c369186f73f274390cd87c1aa1c51be31adbaac0d2a8996a0d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.188710Z digest=sha256:309aba0563bc34e414840797a5de5d604e3179b27c415f43c30268649bf4f2e6

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.192916Z digest=sha256:cf0b99b944a95d3e7538ae7e7d81d6ca6adda445c882efe8e60c162a1d807ec8

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:c7b3142c258adabf0e1953c701b36ea4e9c231836ac30a271a3c59f450199108

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:cd4d1c18593a6dfb3bbbba5703f2febbcc8a76f4db12223764f1b047e594ed87

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.214038Z digest=sha256:f9ddaaa1b069c99cc3eca91327a383f6b19be8e704cfc091b2ed1acb1c7bebad

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.218842Z digest=sha256:8a9da19bbed742a0091285dcfbfa2a48c29f940eb1fbf11bdd54a7d392f04db5

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.222583Z digest=sha256:42a5b85a43a9676db113a4125949c8e86f877ea29257c94e65c8e4bcf56e81c4

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.225874Z digest=sha256:3ed17704d0bcb3466ef5a689f2a7cfbfc804c8e06b934424c0736583cc0f8a42

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.228962Z digest=sha256:104a59e896b9875ac609a3d3005a48b7086e9d805d45557b4695fa432fde55a3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.232516Z digest=sha256:b604f5ee0498167e576240aa29d3fa1135dea4fa905ce7ba7137c4d1b6eaa395

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.236046Z digest=sha256:70433369fc8fe3a4bc6119852971e7dc175f76d9421227a184799538a831b647

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.239691Z digest=sha256:3e2eb73efa06f0103b7010724bb3c646ae43fcd8e7ef3558477d0e179876781e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.243582Z digest=sha256:043d46828176b3089268cbf5ea8f669480fee926e093d8e1340ba2d86d5c9915

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.247948Z digest=sha256:49599347a73f0c4bb8813a870742fd6e8bb22b3fd9510e07a667d9de344654ed

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.251734Z digest=sha256:00e95a3549eb8c5c740c443c647bf44ebe504ee6ef23503ca05dea7e27184180

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:c5f6a02011219647709b3660e94c18b5ee2457f7da96509fd5609ca121ae4c25

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.260315Z digest=sha256:7ef379649cc5c334ea0d8bd4ff80883e24b40e0fb0d84b5d7451ecd7e5c063e0

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.264443Z digest=sha256:cf65a846dfbb2456c850e1c24178b1275293927f9706819605a844b68139d2d3

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=sha256:684f2264313c6f0f7f202fa452ec034fe2a7cdd4af4325c3009ac44207300af1

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.272511Z digest=sha256:93b69e72e388d3e3b7f44f229b6eb9e10e72e040d1e6dd192b6e741dc75ca5c7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.276361Z digest=sha256:e37a8a1166e6f7dea320a71c12333621a147506c4c7aaef7775cbccbf266d492

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.280837Z digest=sha256:52c0eb502ed1aba7711ac58d01e9648fb1b79fe496ea11a1f2ffbcfb60e5d35a

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=sha256:1bf6ac14aa476381f441db0b2fdbdd97d9c28c923388d093319b725fb29f68ac

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.288756Z digest=sha256:305252cf370486da7489372c72c6dc85e200e0a72171f20cc248f689555d114f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.292854Z digest=sha256:fb82e8ecb7ca796eedbb8c6561eec6335d093906f24e61277f25681ed49b293b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.296766Z digest=sha256:8f60a9af3521e38e47da9da106900d25a20f44a028a9e0325db7159ee733687a

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.300302Z digest=sha256:1c30ba8645c25ca8e98e1f037527ab6c3eb7089b58dbf517301df1ac0f06a1e3

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:c678def847474fbfefe09f919f9b1e0bbbe2631df341095a745f8c5474672d99

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.307215Z digest=sha256:5e14c516b5cd124020bc5b3e91f67139fdc4febfa4b7b4c7fefc1baae6ebf1ea

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:d0fb4548f018bf8cb0d4a53370048463bb4f3070c0b5c4571a48febcf3c89a55

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.314168Z digest=sha256:bc9fc8a3b7c5a894417aadd116de5e3a36783eb8093e2bbdda825bd8075dde1f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.318223Z digest=sha256:be5271aff207e83297e1372e78602ed0b9d50c3c8630604c4ba2021a350ad30b

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=sha256:711b43804d59e8cc1eaf556e4f336ed6b7b7754bd2a111c455b2e31abe156847

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.325702Z digest=sha256:e8c23185114bdeafb6792411a6cae887ff1ade1ea6c29327900fe626c63be41a

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.329206Z digest=sha256:b062adbff2846e54b862a0584e9b53ea9fe4d35f613d3d6137125d495122fcff

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=sha256:6628768c69ac16d15cd0b2a5901b40c0806e3c8c1cdfb6ac2f3b292931720700

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=sha256:3dce503e889a85f2111001fc50c6b6fafc479597c9e7b0bcbdeafaee423d5aca

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.339888Z digest=sha256:cc6d321039bf4c7d0b8c1699cb7b90aada537bfd1874e20294dd0533bc851326

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.343413Z digest=sha256:b8e3a23aa61ee3811db2b30f4231dc2fa44a9ec40ff90c851996e8efc1a7dc6c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.346985Z digest=sha256:57ccace0b974c7bed93c77762c489efd9a8167d4d2c5cbce33343465d33f40a3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.350429Z digest=sha256:4fb3a8d5b52188ea3bc9df207602d40ccb0cf95563e043c324d0d818f63f6f6d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.353719Z digest=sha256:5911cb31d8ec71b1784b1f6ea5121857ca365340e466c5f7957adb7f4a9e9fb1

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.357789Z digest=sha256:13b78edf3b5f500c364ee6aa6497559ea501f621fe2828bee5fa76f31f02155d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.361486Z digest=sha256:f888b41d5d9f2931449f9e0e4e04378aea5a718f3fe6a3ec71b36a7a84456469

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.366185Z digest=sha256:93590df168cc23f37fab3b959f244f51e8cddebcadc5278dae2e456004604f06

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=sha256:194053bf520e417d7a35b2a2d530b90e6b93e254681df61efb812c4fc79ddbb8

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.374140Z digest=sha256:5c321796a74ddfc35960fdbc1aebb6e76566a333ccca86b5edbbc64e92e3c53d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.378375Z digest=sha256:1273a04854a2440ed6605d99c9211f416498ec92edaff427c9b8fdab2a50c0d3

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=sha256:5fa8b59b8629a950e70b42e7bde17e75ecb35ef3be44c8d7740232587397903c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.385729Z digest=sha256:e701324f0b0b708b087d8b6fdc38a69e45b4ba1420b52aa3070f56681557b0e4

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=sha256:1bf133dff08b58aac4c2bb4beabbaa9d3592044556808e214211e3001102b585

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.397507Z digest=sha256:07bb2fc43c7ca3d4a94549e1bf9e7b2846c24eaba8e763a93ecb8378150a6eec

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.402168Z digest=sha256:c52978e7690c95875f491f25efc06c6f321aea9e487ec232e627439c0edb434a

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.412376Z digest=sha256:d38afae5be773166b4e5198ae666797aa4730d7ec46d7ae7b6b428356027e310

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=sha256:9e7374a8aa3a8bd6649878750bce4719f74692e949239a095d7e6a0fc7da7260

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.423651Z digest=sha256:d713551db7bf07ea2ca705206cede15b19559df6787b3f41932395b56b6634a1

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.408006Z digest=sha256:e9d26846a641204884276b653ce25a6536ba03d310b4821f308ae0621d1b567a

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.430526Z digest=sha256:1f0df296851656aa5665af609026db3cbe8ecdc2120949addf6e2ff8527bfed2

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.434180Z digest=sha256:9a01a383db7a9a5963533a5377ad3a5e0d80d6aebcb7396dac4875a24bbda22d

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=sha256:08fa5e703fe79cb35a0d5bf9ea39342de1c05e3d28072ad4829b146befc6c1eb

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.445237Z digest=sha256:5ecf9e406f79ddcc1253ec3d6fbd4543c506ab0255452bbfae9bdf050de4b373

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=sha256:5f50e08cbce8b74001324cce927a7a31069ef2bddcdcb1ca14fae61cfe0babd8

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=sha256:14ed97096ac8b00988ea6d001d060088180e62d9f076c8b38633e8ddb66823e6

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.457878Z digest=sha256:5fd47d420ca8606defce4adecd5dee7d3c9bf3fad0e93c59463e74ac19269467

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.461776Z digest=sha256:6bf32e8f843d617c298db07b043574a34351e8d2c31d1dc160c280f9dab82f8f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.441389Z digest=sha256:45b846b31a56be2d6da766fb1d25abeaca6b33a1b43df55871dbd8bab80db91b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.469996Z digest=sha256:3e2f989914f912d1556fdbf7d5e60c4a915e5c4be64de77d1b775104c5b352ab

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.448828Z digest=sha256:58059fd1f25a9a67fe01c45f45164fb6ad9a8af4a69e7824709d54c05e275956

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.481182Z digest=sha256:7c8767b594915bc1c10eeaec78dc4ae1b534afd74b6872bcfdc69b547717c721

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=sha256:7fc0941acdf3356391ecbfb9f99a9f13960a8617547f33db58fcba3b110fd850

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.488196Z digest=sha256:9e38ed58610b466fe59d3143917ec9ff612925ade8d177eb15c53edc52df1573

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=sha256:7bda4dc94166d647078e9ac8f30d4853f67f90d02284f7b3745c8ac40403c93f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.495748Z digest=sha256:24af554810a40ed5071a6539e41c574aede0e9e4e0a0791cf145bf72f87f17ff

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=sha256:79fd2c558e609ccb687c1a98df0a7e9c5dc55292709760f9d0d9bb5bf359c1d0

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.491881Z digest=sha256:537f077a7df588e0b0455d54426fb0092cc3343900f31527ab2a857637dbc5bc

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=sha256:04496beef3cf517ad50c4fe06f28030467f6928b5246b7629c43a390a0f6ae33

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.201230Z digest=sha256:3fcb7727d2fe3a645c84d8abdfc09704c5ac719f1822725554bb06df1d005c0e

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=sha256:7fba215e080f0b56746fc79992c65fcf7a21a483103c822f4d747553ae3ea900

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.415903Z digest=sha256:e12a3a4a012593cd3ce75dbdd8271008e95e5838f0826b7bc245c4ee8d09b4a5

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:46:31.473851Z digest=sha256:4ea24b1bd4f641ad4d87cac7b65b5d8e3e4a339029aa5f1dcecccd2cee4c7f84

Pith citing papers

No inbound Pith citation observations are available.