Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T13:16:20.518589Z
Paper Citation Record · LEDGER
Fairness in Federated Learning: Trends, Challenges, and Opportunities
As of 7 August 2026, this Paper Citation Record lists 97 of 97 outbound references and 0 inbound Pith citation observations for arXiv:2509.00799.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
97 of 97 outbound references displayed
- verified exact3
- verified fuzzy29
- unresolved65
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 8739610a-b335-4843-9c42-607a69a56c5d · outbound
This paper cites , " * write output.state after.block =.
Fairness in Federated Learning: Trends, Challenges, and Opportunities , " * write output.state after.block =
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.134995Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85517daa-6b6a-42e9-a607-cdff6c809b89 · outbound
This paper cites write newline.
Fairness in Federated Learning: Trends, Challenges, and Opportunities write newline
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.139021Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74176ac8-7c8c-42f7-9789-666234c0cc7e · outbound
This paper cites Soltani, V.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Soltani, V
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.142317Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee4644ae-2ce8-4d07-8ac0-65f47cd34491 · outbound
This paper cites Woisetschläger, A.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Woisetschläger, A
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.146122Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34716f46-9861-44bd-9f7f-955ae7dfd81f · outbound
This paper cites Vucinich, Q.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Vucinich, Q
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.149117Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48d5ec87-556f-498f-880f-c5b5f3dd6358 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.152421Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cabf3126-7373-4418-8e76-4fa95fbab20b · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.155521Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3e65f61-986f-420a-910e-5d73eba997dd · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.158508Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 267e43ab-7699-40d3-a762-4d8dfac29c00 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.162244Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 684499e3-996c-407d-b496-b16cc4fce2fa · outbound
This paper cites Huang, T.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Huang, T
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.164981Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a965e23-898f-4279-b9d0-810b97671cbb · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.167975Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3fe607b-339d-459a-b0e6-b8efd1c476e8 · outbound
This paper cites Tariq, M.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Tariq, M
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.170866Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d538a4bb-5847-42b4-bc3e-60b3a3b83c00 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.174069Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4338292-6c7f-47a0-9071-2286d66c9bf4 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.176991Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5069db0-c468-4847-8db2-52c6c3c3bae4 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.179767Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b447dd3-fc4c-4ce2-b496-7eb1887fd551 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.182428Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17025b80-8f50-48fc-baaf-d754a0f38c59 · outbound
This paper cites Nishio, R.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Nishio, R
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.185255Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b8d1261-5c77-4175-a6c0-8621ad0b6952 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.338351Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 57431652-47c0-4974-86a1-6fa34d534ac8 · outbound
This paper cites McMahan, E.
Fairness in Federated Learning: Trends, Challenges, and Opportunities McMahan, E
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.328414Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9d53d854-883e-4e03-966f-a08b8796eccd · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.317969Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6de43aa5-31c3-4b83-b3c6-c65066e298ad · outbound
This paper cites Zhang, S.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Zhang, S
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.307630Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 849c7edb-33ff-4855-a729-101fbc4e6612 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.296231Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4b1afd69-9d0f-4bc6-9cff-7a774c49e6f9 · outbound
This paper cites Dwork, M.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Dwork, M
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.285753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aa0dfbce-3a79-470f-9172-5c9a5959975a · outbound
This paper cites Training Fair Models in Federated Learning without Data Privacy Infringement.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Training Fair Models in Federated Learning without Data Privacy Infringement
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.206039Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0fc5cc2-db14-40c0-85c5-01e33e822b20 · outbound
This paper cites Hardt, E.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Hardt, E
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.275732Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 44d6f50b-55e9-41c2-96af-479a8d3f4c3c · outbound
This paper cites Feldman, S.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Feldman, S
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.264997Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 635cd3ba-7591-43b7-ad11-02c673793db7 · outbound
This paper cites Cornacchia, V.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Cornacchia, V
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.254495Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c73b5a3a-bd10-4d13-9897-0b5407f2374a · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.243517Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9e0b256a-219b-49d0-aeea-0b4570159f8f · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.233500Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 21a476d9-ac6b-4950-9df4-c01512a5e798 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.223227Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2fe23008-8be3-458d-9819-1700fc730cf1 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.212191Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 41ea8d3c-2e98-4716-95e5-c24ec182bff3 · outbound
This paper cites Loss Tolerant Federated Learning.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Loss Tolerant Federated Learning
Reference 32
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T13:16:20.612899Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7ce57fe5-7775-485e-bb05-0ddbbf93d4f7 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.201342Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b70bc11a-f01e-47b4-ae1e-d86fe016d49c · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.191663Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cfc617e4-bfb2-4ce9-accb-fe1ef459a304 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.182271Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d3d42e76-9b35-4e8a-acb1-fd4dfe97627b · outbound
This paper cites Mohri, G.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Mohri, G
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.172476Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5332c2e1-d618-47ce-af49-ee1717186685 · outbound
This paper cites A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning.
Fairness in Federated Learning: Trends, Challenges, and Opportunities A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.341420Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14222cc1-51f1-4cb9-aa45-dad3e07c1ae6 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.162980Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 012e3204-d819-477a-aaec-34f507a32858 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.153406Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 562d86cb-b400-4c48-839d-0b4f1c44bf02 · outbound
This paper cites Selialia, Y.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Selialia, Y
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.144408Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation eb7bef4b-c549-4b33-95ea-3968e2607446 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.135282Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b1be5e20-bef9-45c6-95fc-00f10ad59a70 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.126115Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 89736b51-38de-452d-842e-a85d738ae0c3 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.116520Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation acf7dc93-b015-4164-b0c8-bf2c362282f9 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.106293Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 675f2064-3b92-4c7f-8a08-8b34af5de9ae · outbound
This paper cites Federated Learning on Non-IID Data Silos: An Experimental Study.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Federated Learning on Non-IID Data Silos: An Experimental Study
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.365497Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eaa32d6d-7050-47b9-8d9a-b0798b172e56 · outbound
This paper cites Smestad, J.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Smestad, J
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.096337Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a4a0d088-9a52-4444-8e78-ddd5bb23bbab · outbound
This paper cites Huang, W.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Huang, W
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.085223Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cafa343f-1110-4c72-8751-df2b84022952 · outbound
This paper cites Zhang, J.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Zhang, J
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.076005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 28146089-7b9a-4acf-b73c-9f90ac0e4fe3 · outbound
This paper cites Mitigating Bias in Federated Learning.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Mitigating Bias in Federated Learning
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:16:20.377259Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b857763c-d716-4dfd-bc00-cedbce4d5080 · outbound
This paper cites Calmon, D.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Calmon, D
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.066574Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c3b0978f-171d-4baa-b4f1-f29fec741ea1 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.056162Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7ca8c5cb-16d7-4f8b-9b7e-59d07b187d44 · outbound
This paper cites Zhang, H.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Zhang, H
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.046742Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8831a292-29e4-4645-a95f-f748b18490fd · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.037493Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9dc79983-d425-44ab-b6f0-cfb0bccad9e4 · outbound
This paper cites Badar, S.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Badar, S
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:21.027143Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5f3ac572-5390-4106-8bbb-dda8526457cb · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 55
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.017745Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0dca2fe5-1067-469b-b3cb-7c10727c3419 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 56
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:21.007212Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b9844d6f-2c63-407a-a894-0b1edc0f652a · outbound
This paper cites Zhang, R.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Zhang, R
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.996469Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bed1b446-d6f8-47be-9487-3540c21daac8 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 58
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.986715Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 667abb27-9c68-44e9-a9c0-f9d5c1d143e5 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 59
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.977290Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d656ea55-a010-47bb-88db-939cae595540 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 60
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.968319Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d1616cb0-3784-4254-85c6-ca96999c8bb9 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 61
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.958475Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 58acf4af-bc4f-4c56-a846-88ec1783c51c · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 62
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.948239Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5e6382e9-c289-4f3a-a8da-d1775d34b7e5 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.938320Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 79c8bac2-530c-4eab-b1bf-fc62fe1efe1d · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.928435Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4f8c6cd4-c5fd-48bd-9dfa-39a5841b2117 · outbound
This paper cites Zhang, Y.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Zhang, Y
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.918964Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7501a5b9-4245-495d-b240-1270a5758171 · outbound
This paper cites P \'e rez, J.
Fairness in Federated Learning: Trends, Challenges, and Opportunities P \'e rez, J
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.909575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b8034b30-64ce-439a-afe8-a6768901a7c1 · outbound
This paper cites Zhang, X.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Zhang, X
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.899128Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bd5c7a7c-0e96-4089-85ab-0ba2615920d4 · outbound
This paper cites Mao, L.-J.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Mao, L.-J
Reference 68
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.889746Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f6be212d-f304-4def-8618-bffe8d134180 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 69
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.879926Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9c79e02d-462c-43af-86f2-db628f05b383 · outbound
This paper cites Zhang, Z.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Zhang, Z
Reference 70
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.870674Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7ae5e425-a55d-4e4e-a29d-a19b20152b15 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 71
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.861832Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dfd7648d-2ad5-417f-9a2f-1cad51ca0854 · outbound
This paper cites Boobalan, S.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Boobalan, S
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.851846Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3770dd5b-9028-40fc-95f2-2571797f7988 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 73
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.842059Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ec2e313e-76a4-4498-88c6-063f766daa88 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 74
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.833253Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0233606e-4949-4664-b491-bbafc37b6089 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 75
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.824298Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 73406d32-8c21-4f10-a563-143b418e5000 · outbound
This paper cites Niknam, H.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Niknam, H
Reference 76
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.815239Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cbe0d8eb-9be2-4c18-9687-0d7208d5311c · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 77
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.805075Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a4a4b7a2-1bb8-4604-b138-c51dc7b15b11 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 78
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.795901Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 89fc761e-6d7f-44a2-9301-8b548d60e5d3 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 79
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.786767Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8c8f0db1-c99d-4984-b1d0-43bd26a55cbd · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 80
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.777451Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cac3e6b0-075f-4792-9c85-723ea10fdea9 · outbound
This paper cites Huang, W.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Huang, W
Reference 81
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.768143Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4a19f397-c2da-412a-a5d8-1bb2901ea7a4 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 82
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.758860Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f9eabfce-95d9-4be2-bbd4-b59bdf2ea04f · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 83
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.749712Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fe51f202-b5af-485b-8d30-127fa99254b9 · outbound
This paper cites Huang, Y.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Huang, Y
Reference 84
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.741112Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5a96dc3c-bf1a-45c7-93a0-e9c1fe36b9b5 · outbound
This paper cites Hamman, S.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Hamman, S
Reference 85
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.731640Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5a24b248-2e87-4642-a39d-a058c7cccd83 · outbound
This paper cites Lewis, V.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Lewis, V
Reference 86
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.721758Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5812efb2-5ba0-4742-aae1-84c3e6d37f1e · outbound
This paper cites Chang, R.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Chang, R
Reference 87
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.712168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cddb3fd1-838b-48d1-9c01-d6f2c5f5bd06 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 88
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.703093Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b4bbdf26-83c1-4d0c-9969-5f73a94d6328 · outbound
This paper cites Kearns, A.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Kearns, A
Reference 89
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.693328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b0a59491-4b1b-406d-8c3d-591fda5da1a6 · outbound
This paper cites Dehdashtian, B.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Dehdashtian, B
Reference 90
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T13:16:20.683013Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9325d057-6dcb-4f5f-83a2-b88959b1626c · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 91
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.672358Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f54cf817-9316-4006-95b8-488c2e675ffb · outbound
This paper cites Federated Fairness Analytics: Quantifying Fairness in Federated Learning.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Federated Fairness Analytics: Quantifying Fairness in Federated Learning
Reference 92
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T13:16:20.569213Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 90f2feb2-5763-4c33-a2f4-dc2c40eda095 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 93
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.662641Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b0424407-f537-4ce9-88e8-eaf5339cae0a · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 94
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.652443Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 67a9f244-9913-445a-a51c-3c8a752438a2 · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 95
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.643043Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f4cd0cbb-5859-46d1-a2bc-76de0c4d734e · outbound
This paper cites an unresolved cited work.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Unresolved cited work
Reference 96
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T13:16:20.633341Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d56eaed6-6523-4f0b-8f26-ef38e6e0c4d5 · outbound
This paper cites Differentially Private Clustered Federated Learning.
Fairness in Federated Learning: Trends, Challenges, and Opportunities Differentially Private Clustered Federated Learning
Reference 97
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T13:16:20.554430Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
No inbound Pith citation observations are available.