Rethinking Federated Learning Over the Air: The Blessing of Scaling Up | Paper Citation Record

Observation 6ddac23b-cacb-4a85-9f70-c902217ec9fe · outbound

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

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Communication-efficient learning of deep networks from decentralized data,

Reference 1

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Observation 46018e50-6bb6-47b7-82e0-691607a77c0b · outbound

This paper cites Federated learning: Challenges, methods, and future directions,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Federated learning: Challenges, methods, and future directions,

Reference 2

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This paper cites Federated learning for wireless communications: Motivation, opportunities, and challenges,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Federated learning for wireless communications: Motivation, opportunities, and challenges,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T17:10:09.831316Z

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Observation 54e455d6-cb9e-4c52-9bd4-2af0530f8568 · outbound

This paper cites Broadband analog aggregation for low-latency federated edge learning,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Broadband analog aggregation for low-latency federated edge learning,

Reference 4

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Observation fc8e64c5-5cbd-45fe-8d49-a829b129f197 · outbound

This paper cites Federated learning via over- the-air computation,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Federated learning via over- the-air computation,

Reference 5

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Observation e9980bb0-a73d-45f9-90e7-313d86c03006 · outbound

This paper cites On analog gradient descent learning over multiple access fading channels,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up On analog gradient descent learning over multiple access fading channels,

Reference 6

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Observation db9d134a-7a60-4bea-9b6c-46afb13807be · outbound

This paper cites Federated learning over wireless fading channels,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Federated learning over wireless fading channels,

Reference 7

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This paper cites Computation over multiple-access channels,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Computation over multiple-access channels,

Reference 8

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Observation 71b4bdbd-583b-4128-967e-1178262962df · outbound

This paper cites Model pruning for distributed learning over the air,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Model pruning for distributed learning over the air,

Reference 9

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Observation 35a5722c-0d0e-40c5-9254-42961178532d · outbound

This paper cites Revisiting analog over-the-air machine learning: The blessing and curse of interference,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Revisiting analog over-the-air machine learning: The blessing and curse of interference,

Reference 10

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Observation 62fa5585-1928-473c-abbc-3b1d5417b9bc · outbound

This paper cites Unleashing edgeless feder- ated learning with analog transmissions,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Unleashing edgeless feder- ated learning with analog transmissions,

Reference 11

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Observation 6754ec09-9e83-400b-9de4-2eed4deefacc · outbound

This paper cites Edge intelligence over the air: Two faces of interference in federated learning,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Edge intelligence over the air: Two faces of interference in federated learning,

Reference 12

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Observation ea4d81e1-9347-4cee-94dd-f75f5af7fc59 · outbound

This paper cites Over-the-air computation systems: Optimization, analysis and scaling laws,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Over-the-air computation systems: Optimization, analysis and scaling laws,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:11.445926Z

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Observation 0321627a-cd27-48d8-a170-11171063c3a1 · outbound

This paper cites Optimized power control for over-the-air computation in fading channels,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Optimized power control for over-the-air computation in fading channels,

Reference 14

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Observation 87c59537-9755-4a47-a481-309bc4db876c · outbound

This paper cites Optimized power control design for over-the-air federated edge learning,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Optimized power control design for over-the-air federated edge learning,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T17:10:09.929740Z

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Observation f7aaf3ba-f681-41d5-9d25-c014043e17d5 · outbound

This paper cites Joint device selection and power control for wireless federated learning,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Joint device selection and power control for wireless federated learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:11.382642Z

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Observation 878e7c8a-c132-49e1-8104-768d566788b5 · outbound

This paper cites Federated learning via over-the-air computation with statistical channel state information,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Federated learning via over-the-air computation with statistical channel state information,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:11.343516Z

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Observation 97dd7072-6da8-4424-ba5f-1a4f39fa52de · outbound

This paper cites Optimal adaptive power control for over-the-air federated edge learning under fading channels,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Optimal adaptive power control for over-the-air federated edge learning under fading channels,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:11.322283Z

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Observation 35813af7-a771-4b6a-9962-39af4bb88fe3 · outbound

This paper cites Blind federated edge learning,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Blind federated edge learning,

Reference 19

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Observation 8709e8ea-c013-449a-85c6-51319a1614ee · outbound

This paper cites Random orthogonalization for federated learning in massive MIMO systems,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Random orthogonalization for federated learning in massive MIMO systems,

Reference 20

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Observation cdc4b39f-4332-4d9f-a6b4-8d05c3ea255f · outbound

This paper cites Deep leakage from gradients,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Deep leakage from gradients,

Reference 21

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Observation fa12f9a5-1218-4fc6-8796-75fc42f851de · outbound

This paper cites Inverting gradients-How easy is it to break privacy in federated learning?.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Inverting gradients-How easy is it to break privacy in federated learning?

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:11.210652Z

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Observation af49d0c0-fe6e-4e0e-8329-b91205555274 · outbound

This paper cites Membership inference attacks against machine learning models,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Membership inference attacks against machine learning models,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:11.183485Z

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Observation eb7b71c2-a5f2-4cce-8862-149069be02d9 · outbound

This paper cites Wireless federated learning with local differential privacy,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Wireless federated learning with local differential privacy,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:11.157587Z

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Observation 56a3ddb9-75a9-43e0-9301-d1051cb6853d · outbound

This paper cites Differentially private aircomp federated learning with power adaptation harnessing receiver noise,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Differentially private aircomp federated learning with power adaptation harnessing receiver noise,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:11.094035Z

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Observation 76f18b36-2faa-4270-9c73-da0b16e938dd · outbound

This paper cites Privacy for free: Wireless federated learning via uncoded transmission with adaptive power control,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Privacy for free: Wireless federated learning via uncoded transmission with adaptive power control,

Reference 26

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Observation c7976665-a9df-42b0-b466-baf2b5514eaa · outbound

This paper cites Harnessing wireless channels for scalable and privacy-preserving federated learning,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Harnessing wireless channels for scalable and privacy-preserving federated learning,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:11.019115Z

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Observation 7defc953-d666-449c-ba20-213d6189b2d0 · outbound

This paper cites Communication- efficient federated learning: A second order newton-type method with analog over-the-air aggregation,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Communication- efficient federated learning: A second order newton-type method with analog over-the-air aggregation,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.992665Z

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Observation cf0d098b-58bd-43e6-a840-db7745267283 · outbound

This paper cites RSS-based location estimation with unknown pathloss model,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up RSS-based location estimation with unknown pathloss model,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.964640Z

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Observation 2020176e-a849-4318-8e28-845a34d41ef2 · outbound

This paper cites Practical secure aggregation for privacy-preserving machine learning,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Practical secure aggregation for privacy-preserving machine learning,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.919584Z

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Observation 1208c9f6-e32f-466c-a19b-0673b162100d · outbound

This paper cites How much privacy does federated learning with secure aggrega- tion guarantee?.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up How much privacy does federated learning with secure aggrega- tion guarantee?

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.883374Z

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Observation 3002b790-62bf-4afd-84eb-de9f2e210925 · outbound

This paper cites The algorithmic foundations of differential privacy,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up The algorithmic foundations of differential privacy,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.851745Z

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Observation ad41092e-156d-4b64-b0fc-814919c1bcb5 · outbound

This paper cites Federated learning with differential privacy: Algorithms and performance analysis,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Federated learning with differential privacy: Algorithms and performance analysis,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.815478Z

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Observation 9134303c-0188-4288-bbec-56727aa8de80 · outbound

This paper cites On the relation between identifiability, differential privacy, and mutual-information privacy,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up On the relation between identifiability, differential privacy, and mutual-information privacy,

Reference 34

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Observation cad7a0fd-f406-44b3-ad99-7d70a5b10170 · outbound

This paper cites Differential privacy as a mutual information constraint,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Differential privacy as a mutual information constraint,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.752381Z

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Observation d7e1fda7-a630-4a94-aaf5-c134f77c33e3 · outbound

This paper cites Over-the-air federated multi-task learning via model sparsification, random compression, and turbo compressed sensing,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Over-the-air federated multi-task learning via model sparsification, random compression, and turbo compressed sensing,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.714818Z

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This paper cites On the convergence of FedAvg on non-iid data,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up On the convergence of FedAvg on non-iid data,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.682346Z

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Observation 6bda3c4d-7529-4fc6-ba7d-dbe5305f523d · outbound

This paper cites Over-the-air fed- erated learning from heterogeneous data,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Over-the-air fed- erated learning from heterogeneous data,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.661935Z

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This paper cites Multiple-antenna channel hardening and its implications for rate feedback and scheduling,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Multiple-antenna channel hardening and its implications for rate feedback and scheduling,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.641744Z

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Observation ca7f9896-d51e-41db-8b72-8dd61dea68f9 · outbound

This paper cites an unresolved cited work.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Unresolved cited work

Reference 40

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This paper cites One-bit over-the-air aggregation for communication-efficient federated edge learning: Design and convergence analysis,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up One-bit over-the-air aggregation for communication-efficient federated edge learning: Design and convergence analysis,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.600474Z

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Observation 8a565d61-324b-4c3c-8015-4fe40b81652c · outbound

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

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Learning multiple layers of features from tiny images,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.574228Z

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Observation 60a5abde-4660-4bee-a339-3a7295370cd2 · outbound

This paper cites EMNIST: Extend- ing MNIST to handwritten letters,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up EMNIST: Extend- ing MNIST to handwritten letters,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.543649Z

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Observation 1485a501-bc75-4d43-a6f8-b70b31810ba7 · outbound

This paper cites Deep residual learning for image recognition,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Deep residual learning for image recognition,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.520327Z

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Observation cef250b0-c523-4d01-9754-d35273d1a10e · outbound

This paper cites Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T17:10:10.135477Z

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Observation 5bb4f407-d8af-4306-b1a6-bda2ca8592e6 · outbound

This paper cites Mutual information neural estimation,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Mutual information neural estimation,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.497256Z

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Observation f612728f-fecc-43fe-a82f-90c55c544c2d · outbound

This paper cites Fedcorr: Multi- stage federated learning for label noise correction,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Fedcorr: Multi- stage federated learning for label noise correction,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.479047Z

Source-reported events for the cited work

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Observation ce802c8c-6ab3-4564-91e6-be27605bee9d · outbound

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

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Byzantine-robust dis- tributed learning: Towards optimal statistical rates,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.454776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 65c83c77-7313-406e-8b44-ce2b93ecb991 · outbound

This paper cites Nocedal and S.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Nocedal and S

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.436478Z

Source-reported events for the cited work

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Observation 8fdfecae-4f55-4acb-9fc1-57682ddb5de2 · outbound

This paper cites Over-the-air federated learning: Status quo, open challenges, and future directions,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Over-the-air federated learning: Status quo, open challenges, and future directions,

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T17:10:10.177664Z

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Observation e3203c4d-60e2-4fbe-9657-be587b5a63ee · outbound

This paper cites Experimental Demonstration of Over the Air Federated Learning for Cellular Networks.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Experimental Demonstration of Over the Air Federated Learning for Cellular Networks

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:10:10.296862Z

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Observation dd8859e8-c0f4-4bb9-9527-f2b74759bc3e · outbound

This paper cites Berry-esseen bounds in the entropic central limit theorem,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Berry-esseen bounds in the entropic central limit theorem,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.406865Z

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Observation 2fa10d84-8ff4-4c49-87be-4fad2feb5c6e · outbound

This paper cites Sub-sampled cubic regularization for non- convex optimization,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Sub-sampled cubic regularization for non- convex optimization,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.382100Z

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Observation b72c4f2f-614f-4c27-a7b8-ba67125557e6 · outbound

This paper cites An extension of McDiarmid's inequality.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up An extension of McDiarmid's inequality

Reference 54

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Observation 271a82a0-c50b-4d27-92e7-100310f7c4ab · outbound

This paper cites Tighter theory for local SGD on identical and heterogeneous data,.

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Tighter theory for local SGD on identical and heterogeneous data,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:10:10.356259Z

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