Decoding FL Defenses: Systemization, Pitfalls, and Remedies | Paper Citation Record

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Federated Learning: Collaborative Machine Learning without Centralized Training Data

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies The Stack Overflow Data

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Byzantine-Resilient Non-Convex Stochastic Gradient Descent

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies RoFL: Robustness of Secure Federated Learning

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies LEAF: A Benchmark for Federated Settings

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies On Evaluating Adversarial Robustness

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Cronus: Robust and Heterogeneous Collaborative Learning with Black-Box Knowledge Transfer

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Attack-Resistant Federated Learning with Residual-based Reweighting

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Variance Reduction is an Antidote to Byzantines: Better Rates, Weaker Assumptions and Communication Compression as a Cherry on the Top

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Federated Learning of a Mixture of Global and Local Models

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Defending against the Label-flipping Attack in Federated Learning

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Advances and Open Problems in Federated Learning

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Abnormal Client Behavior Detection in Federated Learning

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Learning to Detect Malicious Clients for Robust Federated Learning

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Stochastic Alternating Direction Method of Multipliers for Byzantine-Robust Distributed Learning

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Decoding FL Defenses: Systemization, Pitfalls, and Remedies Untargeted Poisoning Attack Detection in Federated Learning via Behavior Attestation

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 05b7cc7f-9904-4051-b5a0-4d62a9f14e23 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.300284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation babcace2-9179-4050-abcf-ea25b8b6fd43 · outbound

This paper cites Local and Central Differential Privacy for Robustness and Privacy in Federated Learning.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Local and Central Differential Privacy for Robustness and Privacy in Federated Learning

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.309031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5281959-35d0-43d8-a7af-576ce2275d68 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.314400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 715907c4-846c-457f-8aa9-cdfbf2b8039a · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.275987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation de66d1e0-7f3d-478c-b327-2bd1dfe20dd9 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.260777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 945ad2c9-bf31-433d-90db-15b43d880e06 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.327638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8530aef4-a500-499e-8f76-68e514d41822 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.236279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e32f3972-af20-4485-b3df-95d160303bac · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.221703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2f6fc0e5-862e-440b-8c07-bd9d1f6f6138 · outbound

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

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Federated Evaluation and Tuning for On-Device Personalization: System Design & Applications

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.340903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b768d98-8dde-4964-985b-0e3e8d599428 · outbound

This paper cites Robust Aggregation for Federated Learning.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Robust Aggregation for Federated Learning

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.346577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4db204f2-af1f-4d3c-9b16-98ce2afe10a9 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.206875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1fa65e1a-3ec5-4ac4-a88e-b8ddf8538a08 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.190184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 747b6140-7b12-49f5-8450-42dcc5de43c7 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.362038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3053a76-0d8e-4760-9efd-8df579d3d7b5 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.163149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 60009ef8-dfc3-4231-b6fc-6b3480b5d4ba · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.134257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b4ef4f34-c41e-452d-99d6-79786501eb9e · outbound

This paper cites FedJAX: Federated learning simulation with JAX.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies FedJAX: Federated learning simulation with JAX

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.375438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54af9e41-4329-4e60-a580-8284922a7a11 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.111698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7459ee6d-a3c7-45ab-8f48-6bf3067f97d2 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.094194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8e40bbf5-9012-4adb-b5ab-ae6495618b98 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.079243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 02fe10e1-e72e-429e-b30f-f7cf25209795 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.394326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9efdf7cd-738d-436a-96f3-3ed03169b2c8 · outbound

This paper cites Shejwalkar, A.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Shejwalkar, A

Reference 84

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T14:12:31.388304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 165cdd19-c9ef-4004-aac5-e4b7b65c72ba · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.053121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 72857661-737e-4a02-8717-38a2ad3d1000 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.037899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 43e693ca-4ee2-43b9-899f-7f47de294a5e · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.023267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9f400c3b-115f-42ec-9beb-85e9464d4f7c · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:47.008636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5e95288f-74e6-42fd-8626-45fc9158e212 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:46.994092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9150f133-615c-40cc-a5b1-5b94e44c26e3 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies LLaMA: Open and Efficient Foundation Language Models

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.427801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 862071f5-1534-4071-a748-05b043ba0c45 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:46.979679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3a3a210e-d6e4-42ff-be19-000512b501c1 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 92

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:46.965213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a8b11c65-22df-47b9-a4a3-5809993eb0b7 · outbound

This paper cites Utilization of FATE in Risk Management of Credit in Small and Micro Enterprises.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Utilization of FATE in Risk Management of Credit in Small and Micro Enterprises

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T14:12:46.950691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 53cb2b92-1ac0-4295-b63f-5fbca186f4af · outbound

This paper cites Mitigating Backdoor Attacks in Federated Learning.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Mitigating Backdoor Attacks in Federated Learning

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.446104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34d36687-55dd-4d92-988e-38317b91c338 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:46.935409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f5b5f517-c570-4e36-b1ee-abea08df2464 · outbound

This paper cites Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.455418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd3db933-375d-4b23-8592-cdbe40363fe1 · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 97

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:46.918955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6d86fe3d-f11d-44ed-a976-7477f57edec0 · outbound

This paper cites Generalized Byzantine-tolerant SGD.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Generalized Byzantine-tolerant SGD

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.465509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc27fc1e-1b60-4ee3-98a6-d9a167904407 · outbound

This paper cites Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.470123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52847425-5ec5-42a0-9539-888c24c637cb · outbound

This paper cites an unresolved cited work.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Unresolved cited work

Reference 100

Resolution: unresolved; raw_fallback, observed 2026-08-09T14:12:46.903329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers