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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=sha256:2233e291311efe2f153b68db028e32da435045eec18874dd6839d4986b2defec

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=sha256:5ccacba313c2d266ae05f28f159d1d04bb2ea2ce5b5f33d5f1aea5bc13e8615d

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:d8dba5cfebf3bc8d822c58de72a08c3db693c55aaa223aba073cf782a7b6bc9d

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:b23cd2615074630fe4496dd78f5e9580c360e32e3517512ef14bdacd8c46dd3e

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=sha256:754b56a5cee08cd17ce11fd15ca1ce1da3da3921c90b0db68c69e10453349d5e

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=sha256:764daf86caf6386d26e0caaf913cd337b979c38832550fc403d313a5e47e36d9

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:cedfa65a36dafc69ff3d17cebcc66d8ad5920ba4ca29ad2436e8c46861af2d5f

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=sha256:15f8e10b6807c705c30621c353ef2e90921d314a1d1c1a1d667b0b733b9d535e

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=sha256:194da10d312ae29dab5ad310e64eaba585eafb0a486b7605728f0075bca05fe9

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:aa46ac1d88a6f0889bd0585ffe200171105b875462a022bff130a75f2a312a1f

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=sha256:4aa60739a152c19e28593c256b3bdb4d7018dfabf6ee5ffdeddd91a3b0cb4ef0

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=sha256:90000c9ef07757eaea7e7eec7f29398e540c85c286999fd341b34a0436e7cbb1

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=sha256:733071bf253657cc82df3864e95b9bde43a2d699935e4e74c240fca65d4c50fc

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:adcd790ecd7659df480eda9e91c06bf2a08b4388c6d29804c241226871b15d4e

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:f5445d176007a2b53ff3e16a3233652fd9d748c59c5efac6711829444eb4040d

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=sha256:9cd4ffc98b457d17ce09678008045a7088b6610be7dd5b6e340956c2b26bdd6e

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:d25cc5a800dc5fa7bda2d08f6e02e95286336bba6194390189f70d9c9dbd445b

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:f1bd8574fa06af591903e4f3e0ba8c23afbac55a07819e290932a9de248c24a2

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=sha256:5a6d792dfee8f326b679b826504609fbfb3127f8b6fba9a524ad97817a2ce84d

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:dbe39324c4cb93a558443999cf84d4b813efa07ad1a84258c90ddc24664dd57a

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:adaa0b4e3104264cff9b88b80fc967929fff64b9b0e576e5d99deaf313846bf1

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=sha256:8686ef1d62f9b86ddc42b22bef4185041d968f04665d3d40baa7c60018e69444

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=sha256:87234cb8133553b202e3683758fc0690e5caf46b63df0d12ea65e13184f8ee6a

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=sha256:26f28cf4dd0b09ffae794459a32ce27d318d87fe4ae478819c2e67cc1c276cc0

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:faecbc4e518242cfcec90b164297b309c937a3ced000ecc6527c494fe923ccbd

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:df4d997013bc659ca05d9460e68c51b46056b0f4226942074d20a6b5a49cfbe4

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=sha256:59c71435bd3182e5439b3876663293fcc0a6637d3d758a9c37fb6b8969b41975

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=sha256:3bd616c07421fd78bc0297facd31feb37fc2f0c9b8f98e7227b3f5be93dd7d6b

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=sha256:2f4ff83e9fae4acbc22f30acb7575f5b225581afd8c6242c74a8c9b632f98222

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:ae56b44b08adc16cda6c3c919f308b9db3e2f9191916ef94fca9c4b508a9b758

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=sha256:796b83926a50f646d92cf5458878cd72377da2c48f9225bbb62a6974a6309ca2

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=sha256:3bfd65d3a61365533c029e5d27ffad5d80ae7cd341cf7cfd3458b7758cbf301b

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=sha256:562a8fe83c4ad7213732cd0f707ed354ecd5e80ce5a1176125d3d2ac51a52bfb

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:f324db2412b6cb236e652923aff95b890646b4485df2f98e2e858c54e48bb5fa

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:cae831e16615ad4f2552dc79a955076cb5189cc889c7c69071c322a9c26f7c9d

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=sha256:314ddae19602b55d4fa746a5a42dba26342ee3ca1b051df7c9ec9a9fa1b9e72e

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=sha256:3803759bc9084625f3bc8d29655c6931de7bfc79ed2068aff5c1cacd024d8169

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:f9b22e644fa3206af109b9081ddf4c91702ccb8b520a1152e9eb21ba35ac949c

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:a3392e3f080ca4c4767c17624d97e30322b0ad9e2632f06104de5fb4971af156

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=sha256:8cc3de06e07fa5cdec64f5cd6790b33ffae809aaa0a27d5d403db91d56e83474

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:a9688aeb70e5367f80726e02b0bf54f1f9d2927f1b875bd6f117e896c599d76c

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=sha256:5f412e24f908c4a269b23d752b7ac5d33d4152225ea2b1517f847f50a2d7fcc4

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=sha256:2979441e712a7d7a080850857e3e86f21f22285424e91b6019faefb10397bc5d

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:db1ba43a6ab224a905cf05ec1428466c555e00899f375169cacd1d515b9a0a57

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=sha256:2d83c4113debe8ec8a951448fbf4f0a2fe13b241267850d3e9427fe8091594bc

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=sha256:3ce9a23744a619394065713fa830c7339662ed0b7e9740a8fe4cee53c023ad49

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:fe6daa0bc9bd9bc26497aa0d46d9a33cf84f7534288a7e50570cd7819738cd22

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=sha256:253bdbe1d7a3ce8066a7d3cf56d42e8d0468679a053373397bea580f640fbfce

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=sha256:2a4ae4358730b7841fa84244e7b0ce1dbc4271210e5add1ac78da61dd44adc8c

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=sha256:437d3a431eeea206c4f5c43cd0e934a867af8471e38a5253346734b19ebd93d4

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:eb9fcb96584ff9b340408c11ebe9ace0bbd5d0842126ae9f5ae043fb73108b84

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:cfdef59454ca3fe786bab83f116423dae9a1d2edc7a4fb6663b264668967bf4f

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:c6b6518bc01aa06ed11b2de8d37e4c8ef5fd2a93783ade08b4efd7324a16637d

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=sha256:034363b67b07bba7755939cc30de38ca6c47fa942f8db9a4696ce3f5167ed948

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:a5dff2026ad3785e5d9ada3b46e628e70bcfe0f713e775b3194518a94987d99b

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=sha256:6373acf112808a26476cdbb5ada8b90f9494fa3b4905f223b220142cb2964b0b

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=sha256:4afbc2bfb796229b0239962a2400ce7fabb6d260e224605207b9912816547324

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=sha256:8d03764baa6041ea4fcee58514fd2cbdc0b74e0ed9af0db0831d34f90ee4beca

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=sha256:89a2c328e348a9a03557a836df622a7b1988cce8a9800088945c409cadbf7acc

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=sha256:04cbd05d4acec7b37b7e759fc7da38669e1e3a173edc3f980d31b0f221ae3477

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=sha256:461e8bb0af71c14050678da83817f26ec16b66742c0da586081e91bbac08d370

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:f55c0d97fd11ed66e7599c94a8464bc6a6a414bf0684595de85857be69265634

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=sha256:740ad692dee8ed5155b541e3c719cbead8a22e5daf2909c3ded0c66e2c4b770b

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=sha256:8dbf282733e08f62ea817ef196dfe8d9806bef07fd6c4012ee775aa66e816706

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=sha256:8b786708d31f32375a8d03977514973c0cc026d046eb38423daf325fa178f9c0

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=sha256:62b6895319a6cdee733ee7e84d33d5c02919626a8d50e9bea677302d9cae1162

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:a6f12df063b6f5a6aa180b9cee533fc08ab15d88c18ac6e0c3c16b15988c0a26

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=sha256:0d1170d321d4742ac4946ce31e0161c48c7861601a15c10c8e70018ff482ec79

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=sha256:3a7016341491d18ba94e7be83b821510520d560bab3417fbe78e8c93e55ba63c

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=sha256:7217677ea8d7306e3e7de1478884b33e3a19dea474099ac284671033397377c2

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=sha256:00acc00a4fb3dafb7080473c357e2c42d10082e89ca335c1583810034dfb820e

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=sha256:4e5578ca0a912a526f9c5eb877265ecaee4decd494924872c9dc346064bbe7af

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=sha256:7ecc619d77cbdbfa0acaa8e4701f7411d2680df09c9f6e393d7a10012111b517

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:fd2bbff3bde1f78173104f0763ca6c7dcf1b948a15abc9139f007ad5d73afc43

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=sha256:2a811be0775d7aa3b50874301c58092b5bba0ac2abc10c23a504f03a10c365dc

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:ab3d8d39f2ecc8394396fc0762a98bc053e5173792e06152d6852f8febd8c691

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:c1fc9f3aee102c845d89b2946e31a1fb1f2f9e63287ec47f23ba7a44f0c3142d

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:d2ecc219c42c4ee2e62bc62046049a33f6f6e4d2c7251b97b02cc8ae8f8cb544

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.

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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=sha256:95999477f0846b0f7b92005fb6f311592639180f2a6acdfbb8eae5eb3632c784

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=sha256:92d58d1d94d33f681d780bda865e4f55bf300aba7fbd53e4ffb9eb3070368b13

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:b76d2d51db6119b837eee5b2acfa77f3d9e880ed749fc08d240563113ada0c5d

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=sha256:1db21289cc0f2e1aed5ff8c2bb5d4ae7d7f021952c2355b8b3b337fdb3621476

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=sha256:6fa0e021e21fb3fd381f947bd708a5d1a8c789d52ae6eb7b98f73817e1777650

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:b175588d448e014e4cfb47280a310cb5d8622b5067af25c041b7502978471aea

Pith citing papers

No inbound Pith citation observations are available.