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Paper Citation Record · LEDGER

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation

As of 15 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2412.16779.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.16779 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:21:35.770893Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

48 of 48 outbound references displayed

  • verified exact2
  • verified fuzzy33
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a77617c-8a14-4f0a-8f6a-b859f35f7c50 · outbound

This paper cites Challenges and opportunities for beyond-5G wireless security,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Challenges and opportunities for beyond-5G wireless security,

Reference 1

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raw_fallback, observed 2026-08-11T10:21:36.403771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 5f96c4d3-43f8-47d1-856e-db4c991fb10f · outbound

This paper cites Key Focus Areas and Enabling Technologies for 6G.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Key Focus Areas and Enabling Technologies for 6G

Reference 2

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local_arxiv, observed 2026-08-11T10:21:35.967526Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.606217Z digest=sha256:1fdebc75c147064a4848f9dc12d58a5af48d8740554b92d453747cad08cc200c

Observation 56fcb944-97c3-4107-9d94-d4433502fd7d · outbound

This paper cites Federated learning for predicting clinical outcomes in patients with COVID-19,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Federated learning for predicting clinical outcomes in patients with COVID-19,

Reference 3

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raw_fallback, observed 2026-08-11T10:21:36.391875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.610544Z digest=sha256:14efc772494d945e75a66da3872873d06a5269d432efb9addd1f828718574634

Observation 116e8341-8d90-4d43-a490-8ee70c0ca29e · outbound

This paper cites Federated learning empowered recommendation model for financial consumer services,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Federated learning empowered recommendation model for financial consumer services,

Reference 4

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raw_fallback, observed 2026-08-11T10:21:36.380858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.614700Z digest=sha256:0833d4a30e1c9a00eeeea69ab1a6d187333fe14199b8493fc6d1c07ed98f4fb1

Observation 77c3e12a-1eb7-4fd2-a6f9-377083723626 · outbound

This paper cites Federated learning for connected and automated vehicles: A survey of existing approaches and challenges,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Federated learning for connected and automated vehicles: A survey of existing approaches and challenges,

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.618608Z digest=sha256:e3cd3c721267d7ec0d9f74f01dd9d9889a8c617de9f0fb9e9fba72ae51b38627

Observation 8c997aff-3bd6-4dcb-ab17-ba7fff4b9908 · outbound

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

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Federated learning via over- the-air computation,

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T10:21:35.622082Z digest=sha256:976b464c6d8f43bd1c8f6fa5d8d0a513fe58da2f7cdd381463c2e7afe0ed6ed9

Observation f77ae068-3bea-4555-9ac5-7c4fcd90952b · outbound

This paper cites Nomographic functions: Efficient computation in clustered gaussian sensor networks,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Nomographic functions: Efficient computation in clustered gaussian sensor networks,

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.625933Z digest=sha256:822917e245be1835d14bc68527b591b37ee591c1d22323275b09045fd040df8a

Observation ca1bd00d-d8f3-4e33-b32c-6049659b0899 · outbound

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

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Communication-efficient learning of deep networks from decentralized data,

Reference 8

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.629545Z digest=sha256:c01c96e10ca38a1e2bed7934e2466f2bd2ed36cae86513e731868b98d7ed1583

Observation f10ebb77-e50c-4d7f-81d0-c6d269f9ca90 · outbound

This paper cites Communication-efficient fed- erated learning over MIMO multiple access channels,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Communication-efficient fed- erated learning over MIMO multiple access channels,

Reference 9

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.633162Z digest=sha256:558a9b897fdbd9e60d290f0298dfde5bac7f4cc107184769a457d0de0df83180

Observation 005db6c0-4105-4b2d-8deb-b09364f206cb · outbound

This paper cites 1-bit compressive sensing for efficient federated learning over the air,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation 1-bit compressive sensing for efficient federated learning over the air,

Reference 10

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.636584Z digest=sha256:7adff084f6dce65a61e4a98d32eae4e081c11ea50dc14c666dedaf64c921725a

Observation 5ac287d1-b491-4f1e-a4a6-ec05d754316f · outbound

This paper cites Coded over-the-air computa- tion for model aggregation in federated learning,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Coded over-the-air computa- tion for model aggregation in federated learning,

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.640105Z digest=sha256:9339ceb8fc31d1b8815eb6283bd0172f1df969e98c19724daad04ec0820e4fe2

Observation 89bcf7d9-f8f3-413c-87c3-01772666546e · outbound

This paper cites Communication-efficient federated learning over-the-air with sparse one-bit quantization,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Communication-efficient federated learning over-the-air with sparse one-bit quantization,

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.643788Z digest=sha256:4698bb47976e5e0a7ea4b5f90d70c31ef30b82ff67eceb9796c24835d5d31823

Observation 11d81f3f-928a-4bfb-9cbb-29d5c4c83380 · outbound

This paper cites Communication-efficient stochastic zeroth-order optimization for fed- erated learning,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Communication-efficient stochastic zeroth-order optimization for fed- erated learning,

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.647617Z digest=sha256:0245e75205b875ba3c07d55e397ee9c9b921b968db7183cbcd78f4ec94b287a3

Observation fdaec65f-94da-46fc-a4bd-93a482823156 · outbound

This paper cites Fine-tuning language models with just forward passes,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Fine-tuning language models with just forward passes,

Reference 14

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raw_fallback, observed 2026-08-11T10:21:36.268516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.651202Z digest=sha256:ef28be3d6dde68b54cc61aedc55717e79d898086609e144e6e466825f8dd26cd

Observation 74911758-a363-4e31-adca-0f540e1f8e9d · outbound

This paper cites Federated Full-Parameter Tuning of Billion-Sized Language Models with Communication Cost under 18 Kilobytes.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Federated Full-Parameter Tuning of Billion-Sized Language Models with Communication Cost under 18 Kilobytes

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T10:21:35.654703Z digest=sha256:6ce31c6bf077f768f8b44687c9a078890f557c24fa1bdd381a1b4e8bee344118

Observation 73f48e06-e71f-4399-9d44-818b080db656 · outbound

This paper cites Federated LoRA with Sparse Communication.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Federated LoRA with Sparse Communication

Reference 16

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source=pdf_text observed=2026-08-11T10:21:35.658770Z digest=sha256:a53c0cbbc3302ce2e70f9a8a829577607add699fe6cf18842a7943676963b325

Observation a134dc38-f616-4886-9b92-83f5b4059f3f · outbound

This paper cites Pruning analog over-the-air distributed learning models with accuracy loss guarantee,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Pruning analog over-the-air distributed learning models with accuracy loss guarantee,

Reference 17

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.662637Z digest=sha256:469ebf084e8c6a65050ac7061a22e88f32250402161f5ad6c5cf2578f2f740ea

Observation 64ba4f7c-7ad6-4693-86cf-2fd163d8dcf2 · outbound

This paper cites Over- the-air federated learning via second-order optimization,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Over- the-air federated learning via second-order optimization,

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.665769Z digest=sha256:e07ad0b8164ca132c8b2641bf622b910a5e8ef9d257d9a5f1d26dd2ad729deea

Observation 4c8078fa-8c18-4964-bab8-5fbbfe489e95 · outbound

This paper cites Federated learning over-the- air by retransmissions,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Federated learning over-the- air by retransmissions,

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.668768Z digest=sha256:758832356377b239bd52998d40f701154426893c1bc92c19ae1757b10aa1706b

Observation 431686f9-1f5f-4521-b3cd-d6c5f0082ecf · outbound

This paper cites Federated learning over wireless channels: Dynamic resource allocation and task scheduling,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Federated learning over wireless channels: Dynamic resource allocation and task scheduling,

Reference 20

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.671825Z digest=sha256:272ad535eb13235df40d814014faa52501014a4c265a7112cefc53e48bd4b283

Observation cdb697d6-9403-4ece-b7cc-8ddd1d8394f6 · outbound

This paper cites Peta-scale embedded photonics architecture for distributed deep learning applications,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Peta-scale embedded photonics architecture for distributed deep learning applications,

Reference 21

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.675407Z digest=sha256:a3943b89c5363d45394d379da54ed2310770b2712b1af135cae245c8c59efbe7

Observation 406dfc16-f86b-4dcf-b032-09fb2b5be5ff · outbound

This paper cites NR; Physical Channels and Modulation,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation NR; Physical Channels and Modulation,

Reference 22

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.679223Z digest=sha256:5ea6609ad586747533dd2c19a0d9f54b4d3ec7724f0187b93c773d07fd1da1d8

Observation 6a5895b2-22a2-4307-b4bc-961bea31e974 · outbound

This paper cites Deep residual learning for image recognition,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Deep residual learning for image recognition,

Reference 23

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T10:21:35.682505Z digest=sha256:c7eec37a5f62b1f10e409192924a1b08c9033ab8cf873194d513b3430a5e1951

Observation af304cae-1658-4c03-a345-0708091779b0 · outbound

This paper cites signSGD: Compressed optimisation for non-convex problems,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation signSGD: Compressed optimisation for non-convex problems,

Reference 24

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.685586Z digest=sha256:687463a8d724e64f44ce42e0ed7df686d766d3a8cb4a364f81be6240328d98d2

Observation bf1c0c34-48ef-4df4-87b8-7a62a8df936e · outbound

This paper cites Rethinking DP-SGD in discrete domain: Exploring logistic distribution in the realm of signSGD,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Rethinking DP-SGD in discrete domain: Exploring logistic distribution in the realm of signSGD,

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.688753Z digest=sha256:bf2a63f93cd8b31387e088f2ad171f7dd1f192ae41bc3c723e1529149a2b1761

Observation 42347ea1-afe5-42e5-98c6-dfe36892bbce · outbound

This paper cites Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training

Reference 26

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source=pdf_text observed=2026-08-11T10:21:35.691985Z digest=sha256:c4dcf55c42fe7f387e9a1ed82ccc1cb84283522386a475733e7a762e2a0db759

Observation fa2567d5-9094-463e-bcc8-3604a41549c6 · outbound

This paper cites Feder- ated learning with compression: Unified analysis and sharp guarantees,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Feder- ated learning with compression: Unified analysis and sharp guarantees,

Reference 27

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raw_fallback, observed 2026-08-11T10:21:36.157801Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.695628Z digest=sha256:20548b8b1d60cdd54d79cec8740e3ac098252d189b45b9b4efee26fa33dd1bc0

Observation c548d223-0a06-443d-a898-df5d5a7aea5d · outbound

This paper cites Communication-Efficient Byzantine-Resilient Federated Zero-Order Optimization.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Communication-Efficient Byzantine-Resilient Federated Zero-Order Optimization

Reference 28

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source=pdf_text observed=2026-08-11T10:21:35.699046Z digest=sha256:0b2b16198ceccb1c76784d8f5340c08bf62b3c7106c8b745ce9b421b31bc2ab0

Observation 226e8492-90a8-46c8-bc68-620e1785424a · outbound

This paper cites A uniform-forcing transceiver design for over-the-air function computation,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation A uniform-forcing transceiver design for over-the-air function computation,

Reference 29

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.702754Z digest=sha256:f06d640994ddcf3a18ddbfa5964a8cfdbcb57b20b849a5793e2d5ca6464a6f22

Observation 13e6313e-980e-4740-ae67-e58a12446ba6 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation LoRA: Low-Rank Adaptation of Large Language Models

Reference 30

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T10:21:35.706253Z digest=sha256:a1d5429984577193c5e3bcdc9180e79dc19bb0ba9fc2b84c6254909d7fbb2324

Observation 7e26f22e-01a3-43d6-8885-3dd2657a3fdd · outbound

This paper cites Over-the-air federated learning via weighted aggregation,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Over-the-air federated learning via weighted aggregation,

Reference 31

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raw_fallback, observed 2026-08-11T10:21:36.132224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.709632Z digest=sha256:fa7500a7ae7b72374b26d8e4eaf017e651993fd669cb08b89ceeee833aa93846

Observation f0247fb8-3f4a-4520-895c-cc652ddd376a · outbound

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

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Optimized power control for over-the-air computation in fading channels,

Reference 32

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raw_fallback, observed 2026-08-11T10:21:36.120274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.712734Z digest=sha256:cda1f4e3da0704be7b6d9beaad723cff3a74e56d1c31130ca29cd928408b464d

Observation 94ef9044-e955-49ab-9007-a4ec1f715839 · outbound

This paper cites Random gradient-free minimization of convex functions,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Random gradient-free minimization of convex functions,

Reference 33

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T10:21:35.715978Z digest=sha256:3c52b2fafdd29a3988761410403e880db2bb704bc0e0a54e3d34647576c17057

Observation 148777c8-383c-453f-a890-6be60d572d7b · outbound

This paper cites Signature optimization for CDMA with limited feedback,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Signature optimization for CDMA with limited feedback,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T10:21:36.102293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.719513Z digest=sha256:7077bf12ece1294f444ea9ac8131b294e9452ebfb678ed330beb3a2a1053681f

Observation bab71f00-60e3-4181-b6ba-cbfe43fcb590 · outbound

This paper cites On the performance of random vector quantization limited feedback beamforming in a MISO system,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation On the performance of random vector quantization limited feedback beamforming in a MISO system,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T10:21:36.090078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.722560Z digest=sha256:824b7df53c06bd67fcd35cce4b001f2e6d4502be7d2fde1c7b13399da2da25b4

Observation 48bb215c-b3b3-4602-aa6f-858aa8c796d4 · outbound

This paper cites Capacity of a multiple-antenna fading channel with a quantized precoding matrix,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Capacity of a multiple-antenna fading channel with a quantized precoding matrix,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T10:21:36.078103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.726315Z digest=sha256:84ce764950fd406b4dcef5c71cf07db42fcd8d291164b461a7ed817c28fdddf1

Observation 0b89b96b-4196-44c8-bfe6-756a465ca9c4 · outbound

This paper cites On the Convergence of SGD with Biased Gradients.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation On the Convergence of SGD with Biased Gradients

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-11T10:21:35.730251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T10:21:35.730251Z digest=sha256:21cb548d60fb9ef3fa957ebaf10cba562c9cd74664ef0a9d595bca53b1f392f3

Observation 75c89b8d-49e8-4498-b044-32f6ca070578 · outbound

This paper cites Study on channel model for frequencies from 0.5 to 100 GHz,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Study on channel model for frequencies from 0.5 to 100 GHz,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T10:21:36.066442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.734090Z digest=sha256:3049cf838fc125e28d095bf281ee81883a17ad3d5bb3e38b44f3d2b9a59bec65

Observation bad44320-83a1-4f5b-8dd5-beb328abcc69 · outbound

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

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Learning multiple layers of features from tiny images,

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-11T10:21:35.737616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T10:21:35.737616Z digest=sha256:54f86fcb9b540ef06d946c3869cdb2b47e5ddd9e403161a9e7ca38f7ddc94330

Observation 4b3cae98-1472-4175-a2ef-2e116705aaed · outbound

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

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Reading digits in natural images with unsupervised feature learning,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T10:21:36.046108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.741334Z digest=sha256:99f06dc76ba1249ae2725ab547e70b036d36ede70e3fe4d1fae86cb8c26e6995

Observation 79cb842d-4ae6-47d8-8cc8-fd05333654f3 · outbound

This paper cites Brain tumor mri dataset,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Brain tumor mri dataset,

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-11T10:21:35.745093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T10:21:35.745093Z digest=sha256:7cd2abff3ca0d0971a04338b465581cb07da52ddfdcdf4eb7378c0aa45c60fd6

Observation 26d31597-9769-4343-9488-0fd27e8fcda6 · outbound

This paper cites Tiny imagenet visual recognition challenge,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Tiny imagenet visual recognition challenge,

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-11T10:21:35.748639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T10:21:35.748639Z digest=sha256:38200a1b1ceaa2d52acae248b3aebd67e60e13b1668ee267bf099f1e2afa68f9

Observation cf0ceaf3-7cc9-45ca-a441-822e15a6e1ab · outbound

This paper cites Rendering Wireless Environments Useful for Gradient Estimators: A Zero-Order Stochastic Federated Learning Method.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Rendering Wireless Environments Useful for Gradient Estimators: A Zero-Order Stochastic Federated Learning Method

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-08-11T10:21:35.808217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.752289Z digest=sha256:c124eb3fef4220b5b6bd53feedd5639d11992e6f801b8b399a13d0de64bf405f

Observation 273d3a88-7b65-4cd0-8302-20664c1f3061 · outbound

This paper cites Transmit beam- forming for physical-layer multicasting,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Transmit beam- forming for physical-layer multicasting,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T10:21:36.027525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.756402Z digest=sha256:c3fd4b00937f9c2578d0cf1f267254f13a8fad9dc5d546d3342a114001bda8e9

Observation beabe644-b806-4caa-a6cc-b458c5cedfb2 · outbound

This paper cites On transmit beamforming for physical-layer multicasting,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation On transmit beamforming for physical-layer multicasting,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T10:21:36.014258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.760020Z digest=sha256:bb8ec987d6f453468cffb5c8af919760018438ccad2276d2a9c80a6961233944

Observation 6a4907f5-b21c-4937-9d0c-232f48cd7932 · outbound

This paper cites A conic quadratic programming approach to physical layer multicasting for large-scale antenna arrays,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation A conic quadratic programming approach to physical layer multicasting for large-scale antenna arrays,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T10:21:35.999986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.763658Z digest=sha256:4533aacb50494ab65df2d4d9a8ca9d5b6d36c42162612a4c68c6c6e097b668ab

Observation 14ba5e8e-2896-4ade-ad54-364c11d09a42 · outbound

This paper cites An efficient global algorithm for single-group multicast beamforming,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation An efficient global algorithm for single-group multicast beamforming,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T10:21:35.988267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T10:21:35.767240Z digest=sha256:06360a504a5fcac92599dd97ba06ae93d3315e03143542b1c1fde48f776aa4f5

Observation fd309e9d-09b8-43fa-9e32-9800e459418f · outbound

This paper cites On a formula for the product-moment coefficient of any order of a normal frequency distribution in any number of variables,.

Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation On a formula for the product-moment coefficient of any order of a normal frequency distribution in any number of variables,

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-11T10:21:35.770893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T10:21:35.770893Z digest=sha256:ef3475319844f05e58d978bd5ec9b044ec25f04a6d8697919b79a148c097c4d5

Pith citing papers

No inbound Pith citation observations are available.