FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices | Paper Citation Record

Observation 4170d23a-cb5e-4b95-91f2-124c83db5a4a · outbound

This paper cites Threats to training: A survey of poisoning attacks and defenses on machine learning systems,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Threats to training: A survey of poisoning attacks and defenses on machine learning systems,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.736361Z

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Observation e2208ce8-fa01-47df-8e08-b28fd92dfbb4 · outbound

This paper cites The impact of adversarial attacks on federated learning: A survey,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices The impact of adversarial attacks on federated learning: A survey,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.723780Z

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Observation 9bfb21bf-ffef-4c17-8e3f-110fccfe9ce6 · outbound

This paper cites Machine learning with adversaries: Byzantine tolerant gradient descent,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Machine learning with adversaries: Byzantine tolerant gradient descent,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.712159Z

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Observation e04bf46b-55d2-48d8-8483-95c21a81d60a · outbound

This paper cites Multi-metrics adaptively identifies backdoors in federated learning,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Multi-metrics adaptively identifies backdoors in federated learning,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.563591Z

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Observation 46262299-19c7-4d93-928c-7bc90331d9bf · outbound

This paper cites Mesas: Poisoning defense for federated learning resilient against adaptive attackers,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Mesas: Poisoning defense for federated learning resilient against adaptive attackers,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.554533Z

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Observation 8c26ace6-b7ca-4bdb-b720-e96fdff45dbb · outbound

This paper cites Toward model-contrastive federated learning with lightweight privacy preservation and poisoning attack detection,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Toward model-contrastive federated learning with lightweight privacy preservation and poisoning attack detection,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.543676Z

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Observation 7b17ff9d-a0b3-49a2-9394-1e9aa9ba287d · outbound

This paper cites Byzantine-robust dis- tributed learning: Towards optimal statistical rates,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Byzantine-robust dis- tributed learning: Towards optimal statistical rates,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.433914Z

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Observation 8fea8c89-a7ad-40bb-9827-4dd517d8382b · outbound

This paper cites Fltrust: Byzantine-robust federated learning via trust bootstrapping,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Fltrust: Byzantine-robust federated learning via trust bootstrapping,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.372638Z

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Observation 9d5c4b7a-2243-4a99-95d9-9efceb02ee09 · outbound

This paper cites Privacy-preserving byzantine-robust federated learning via blockchain systems,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Privacy-preserving byzantine-robust federated learning via blockchain systems,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.361439Z

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Observation d419f71c-72e6-40ee-933a-f0658958e431 · outbound

This paper cites Using third- party auditor to help federated learning: An efficient byzantine-robust federated learning,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Using third- party auditor to help federated learning: An efficient byzantine-robust federated learning,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.350656Z

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Observation 9e5d5d20-8bf1-46ae-9e39-3ecb48f9b579 · outbound

This paper cites Wmdefense: Using watermark to defense byzantine attacks in federated learning,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Wmdefense: Using watermark to defense byzantine attacks in federated learning,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.220787Z

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Observation 0b28510b-9110-4f17-a157-8b639a66b53e · outbound

This paper cites Carefl: Contribution guided byzantine-robust federated learning,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Carefl: Contribution guided byzantine-robust federated learning,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.120007Z

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Observation a0191762-90ae-467e-92bc-a0fc33336b45 · outbound

This paper cites Byzantine-Resilient Secure Aggregation for Federated Learning Without Privacy Compromises.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Byzantine-Resilient Secure Aggregation for Federated Learning Without Privacy Compromises

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-15T15:18:40.336316Z

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Observation 518cf16b-5fd7-4c74-8731-6327b4ebddde · outbound

This paper cites A systematic literature review of robust federated learning: Issues, solutions, and future research directions,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices A systematic literature review of robust federated learning: Issues, solutions, and future research directions,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.109275Z

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Observation 3cd4e89f-1782-4b55-b0ed-83bb5d0f5644 · outbound

This paper cites Feddmc: Efficient and robust federated learning via detecting malicious clients,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Feddmc: Efficient and robust federated learning via detecting malicious clients,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.097103Z

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Observation fc43478a-ea0f-4139-82e5-fca673b9761c · outbound

This paper cites Federated learning with non-iid data: A survey,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Federated learning with non-iid data: A survey,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:42.056644Z

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Observation 03b2ba34-19ee-4272-a2dd-f8769f0f1ccb · outbound

This paper cites Federated learning for generalization, robustness, fairness: A survey and benchmark,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Federated learning for generalization, robustness, fairness: A survey and benchmark,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.994884Z

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Observation 3bf1d790-ac6e-441f-8370-33793c48aad4 · outbound

This paper cites A review of federated learning methods in heterogeneous scenarios,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices A review of federated learning methods in heterogeneous scenarios,

Reference 18

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Observation 3601b340-147d-4f2c-a215-dd14f389dafe · outbound

This paper cites Non-iid free federated learning with fuzzy optimization for consumer electronics systems,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Non-iid free federated learning with fuzzy optimization for consumer electronics systems,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.977334Z

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Observation 461f52ac-b108-48a5-909b-413be163a704 · outbound

This paper cites Fedspeed: Larger local interval, less communication round, and higher generalization accuracy,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Fedspeed: Larger local interval, less communication round, and higher generalization accuracy,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.966378Z

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Observation fffe1ed3-67bc-4427-ba56-45b1a9a521de · outbound

This paper cites Byzantine- robust hierarchical aggregation for cross-device federated learning in consumer iot,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Byzantine- robust hierarchical aggregation for cross-device federated learning in consumer iot,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.875820Z

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Observation 0de127a4-2522-47fd-a6c4-7db6acd430a8 · outbound

This paper cites Byzantine-resilient federated learning with trust-aware task scheduling for heterogeneous uav swarms,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Byzantine-resilient federated learning with trust-aware task scheduling for heterogeneous uav swarms,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.767871Z

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Observation 4b130224-d31b-43b0-b2c4-fc4451d1e9da · outbound

This paper cites Toward byzantine-resilient secure ai: A federated learning communication framework for 6g consumer electronics,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Toward byzantine-resilient secure ai: A federated learning communication framework for 6g consumer electronics,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.693726Z

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Observation dacd98c4-eff4-47d6-9566-982dec1fad14 · outbound

This paper cites The curse of dimensionality in data mining and time series prediction,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices The curse of dimensionality in data mining and time series prediction,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.524724Z

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Observation 8e57c49c-a72a-49a2-8d8e-39ced86b57be · outbound

This paper cites When is “nearest neighbor.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices When is “nearest neighbor

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.512122Z

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Observation 6d2d141d-a4c7-4ab6-a622-22231d9ecca3 · outbound

This paper cites A survey of convolutional neural networks: Analysis, applications, and prospects,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices A survey of convolutional neural networks: Analysis, applications, and prospects,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.499909Z

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Observation fc122767-b503-4137-a33d-bf1543a003f1 · outbound

This paper cites Model-contrastive federated learning,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Model-contrastive federated learning,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.415380Z

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Observation 87e4a5fe-3641-4918-a6b8-3478851b8832 · outbound

This paper cites Federated optimization in heterogeneous networks,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Federated optimization in heterogeneous networks,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T15:18:39.766660Z

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Observation 0475362f-c53e-4f71-ba25-3ad3c410b048 · outbound

This paper cites Towards understanding sharpness-aware minimization,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Towards understanding sharpness-aware minimization,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.329360Z

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Observation 259f603e-56f2-4ee4-ab27-4d20c0e86af0 · outbound

This paper cites Generalized federated learning via sharpness aware minimization,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Generalized federated learning via sharpness aware minimization,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.313863Z

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Observation 9165bd18-c3a2-43e6-82f3-5a713f7a399b · outbound

This paper cites Penalizing gradient norm for efficiently improving generalization in deep learning,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Penalizing gradient norm for efficiently improving generalization in deep learning,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.250494Z

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Observation 5d879b27-7bc8-455f-a64c-270ee0b70cce · outbound

This paper cites Federated Learning of a Mixture of Global and Local Models.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Federated Learning of a Mixture of Global and Local Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T15:18:39.910742Z

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Observation 2c3fffd0-a51a-42a7-ba32-68e78c6170df · outbound

This paper cites Manipulating the byzantine: Opti- mizing model poisoning attacks and defenses for federated learning,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Manipulating the byzantine: Opti- mizing model poisoning attacks and defenses for federated learning,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.194984Z

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Observation 8ce32621-ffcd-4f11-8050-ca69247ede5e · outbound

This paper cites Principal components analysis (pca),.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Principal components analysis (pca),

Reference 34

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Observation 31e4ab74-9042-401b-b31e-380e6ace69d7 · outbound

This paper cites Visualizing data using t-sne.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Visualizing data using t-sne

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T15:18:39.922311Z

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Observation 872ffda6-bba9-4527-88cd-9527010b52be · outbound

This paper cites Client Selection in Federated Learning: Convergence Analysis and Power-of-Choice Selection Strategies.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Client Selection in Federated Learning: Convergence Analysis and Power-of-Choice Selection Strategies

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T15:18:39.926493Z

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Observation 5a6f9b72-7dc7-4d7a-9582-c050d797aa4c · outbound

This paper cites Tackling the objective inconsistency problem in heterogeneous federated optimization,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Tackling the objective inconsistency problem in heterogeneous federated optimization,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:41.098254Z

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Observation b977e454-234f-45af-8d76-aa5030705209 · outbound

This paper cites Detecting backdoor attacks in federated learning via direction alignment inspection,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Detecting backdoor attacks in federated learning via direction alignment inspection,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:40.995582Z

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.

Observation 94d5ce06-901e-4055-9fa2-8ab620231a5e · outbound

This paper cites Resnet in Resnet: Generalizing Residual Architectures.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Resnet in Resnet: Generalizing Residual Architectures

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T15:18:39.939136Z

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Observation d9b3caeb-54c2-4f23-b06e-03c7b061f021 · outbound

This paper cites Learning multiple layers of features from tiny images,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Learning multiple layers of features from tiny images,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T15:18:39.948888Z

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Observation 48e66502-001e-4c29-b152-b819566128ef · outbound

This paper cites On the dirichlet distribution,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices On the dirichlet distribution,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:40.976766Z

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Observation c76f2748-f987-4357-ab78-5e85e34f198b · outbound

This paper cites Free-rider attacks on model aggregation in federated learning,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Free-rider attacks on model aggregation in federated learning,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:40.934555Z

Source-reported events for the cited work

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Observation 36dcbdd9-dd17-4392-87e3-666cde88886b · outbound

This paper cites Neurotoxin: Durable backdoors in federated learning,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Neurotoxin: Durable backdoors in federated learning,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:40.791581Z

Source-reported events for the cited work

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Observation cee6f896-88b3-4beb-931a-ed40935b6a8b · outbound

This paper cites On the vulnerability of backdoor defenses for federated learning,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices On the vulnerability of backdoor defenses for federated learning,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:40.780040Z

Source-reported events for the cited work

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Observation 626f9eea-6bcb-464b-bc53-4ff55435f5bf · outbound

This paper cites Flgym: Toward robust and byzantine-resilient federated learning,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Flgym: Toward robust and byzantine-resilient federated learning,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:40.769876Z

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.

Observation 250e92ad-bdc8-418e-a76d-fb92c1689d79 · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Communication-efficient learning of deep networks from decentralized data,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:40.671147Z

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.

Observation d422f517-a7a9-4382-8de2-e25d33d3020e · outbound

This paper cites Federated Learning Based on Dynamic Regularization.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Federated Learning Based on Dynamic Regularization

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T15:18:39.976261Z

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Observation ddb6ff5b-cc76-4e6a-91fd-04849854afa4 · outbound

This paper cites Fedfa: Federated learning with feature anchors to align features and classifiers for heterogeneous data,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Fedfa: Federated learning with feature anchors to align features and classifiers for heterogeneous data,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:40.597756Z

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Observation 2a85fd44-5d18-45d4-aa4c-2f2b73bdc016 · outbound

This paper cites Salvaging Federated Learning by Local Adaptation.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Salvaging Federated Learning by Local Adaptation

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T15:18:40.003310Z

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Observation e7d0bda5-2df9-469f-bac2-9509e5bcc5dc · outbound

This paper cites Federated Learning with Non-IID Data.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Federated Learning with Non-IID Data

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T15:18:40.096681Z

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Unavailable: canonical work link unavailable.

Observation 9ec30aae-e420-4198-88f2-23c43794d078 · outbound

This paper cites Reading digits in natural images with unsupervised feature learning,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Reading digits in natural images with unsupervised feature learning,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:40.586040Z

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.

Observation 5bee088d-ad41-4836-b8ab-757d8313f962 · outbound

This paper cites CINIC-10 is not ImageNet or CIFAR-10.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices CINIC-10 is not ImageNet or CIFAR-10

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T15:18:40.148170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56c0a9ff-4fe6-4a48-be57-104199c0d872 · outbound

This paper cites Tiny imagenet visual recognition challenge,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Tiny imagenet visual recognition challenge,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:40.574741Z

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.

Observation 615fa427-d330-468f-96d2-24c90367f585 · outbound

This paper cites Deep leakage from gradients,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Deep leakage from gradients,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:40.435475Z

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.

Observation 50474674-da65-4181-acee-49f475c776ca · outbound

This paper cites Generative image reconstruction from gradients,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Generative image reconstruction from gradients,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:40.382623Z

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.

Observation 5e9258c4-2e06-4d6c-9f5b-0d94d56d0a25 · outbound

This paper cites Exploring threats, defenses, and privacy-preserving techniques in federated learning: A survey,.

FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices Exploring threats, defenses, and privacy-preserving techniques in federated learning: A survey,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:18:40.369912Z

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers