Pith. sign in

Paper Citation Record · LEDGER

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning

As of 10 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2506.07581.

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

pith.paper-citation-record.v1
2506.07581 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:40:15.990987Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T22:29:17.251504Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-04T22:29:18.442802Z

Reference resolution

52 of 52 outbound references displayed

  • verified exact0
  • verified fuzzy47
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f03bae97-c1aa-489f-a36f-e70376d37388 · outbound

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

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Communication-efficient learning of deep networks from decentral- ized data,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.821181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.029555Z digest=sha256:50d6c13d61efc569ca1436c1387be8a858433f537dd670c09ab99784d7456b97

Observation a9f0fbad-08e7-4849-92ad-aca861b79086 · outbound

This paper cites Adaptive federated optimization,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Adaptive federated optimization,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.799684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.106334Z digest=sha256:20ab80c6431646063734f878e0cd3fa715bf8d733f90dc03a6280d027a175907

Observation 20ed84bd-782f-4d37-a185-4c44323e0275 · outbound

This paper cites Federated learning in mobile edge networks: A comprehensive survey,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Federated learning in mobile edge networks: A comprehensive survey,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.783224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.267210Z digest=sha256:d0b590cdd24cdf41f72bdc44bc4842a7b486a9e225eba7c76b6a0d4d08f1a2d5

Observation 984901d4-2caf-4129-a079-377aa0a4a2eb · outbound

This paper cites Federated learning and wireless communications,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Federated learning and wireless communications,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.766167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.381436Z digest=sha256:a3dfda951100aabf5b5664eceef42bfe70e44dbb4d83b62614760aa4784c78ec

Observation 72bb9748-ddcf-476e-af20-22384e29f960 · outbound

This paper cites Addressing class imbalance in federated learning,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Addressing class imbalance in federated learning,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.749625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.456125Z digest=sha256:4faa1de54d1db92f42f563a2f8f3061f3516b1da8d1baf58d96bfb8a70a6494e

Observation abcd32ff-365a-4547-a3af-d28c6df4ca0a · outbound

This paper cites Edge learning with timeliness constraints: Challenges and solutions,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Edge learning with timeliness constraints: Challenges and solutions,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.732617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.570358Z digest=sha256:8bbfbb9dda3dbf0323a316572b6064c29e3b22554dbc3e154d5916db551b4a59

Observation c5b94432-99f9-4eb3-b679-7ab06aceedf0 · outbound

This paper cites MOB-FL: Mobility-aware federated learning for intelligent connected vehicles,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning MOB-FL: Mobility-aware federated learning for intelligent connected vehicles,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.716597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.659039Z digest=sha256:659bfd75ae2fe2bbf8413bd74da29a29f8c373eff9b41eb39a353c1f8a811971

Observation f9286414-264a-45a7-9fbf-45b4cd47395b · outbound

This paper cites Dynamic scheduling for vehicle-to-vehicle communications enhanced federated learning,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Dynamic scheduling for vehicle-to-vehicle communications enhanced federated learning,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.698215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.778810Z digest=sha256:03377ac8ba1eab034377d4fa507bbf4171fa40933cadf53df5bcd0e18dab4f47

Observation 5fa04be1-8ef7-464b-b2d4-b191d2287d38 · outbound

This paper cites Joint device scheduling and resource allocation for latency constrained wireless federated learning,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Joint device scheduling and resource allocation for latency constrained wireless federated learning,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.682155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.785711Z digest=sha256:add7e41e0f9d661ca0e775b09a62ba64ac87167a0791c0f46b49f3696f000d03

Observation 9192d8e2-5ad0-45f8-a954-87280714d4cd · outbound

This paper cites Federated Learning with Non-IID Data.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Federated Learning with Non-IID Data

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T05:40:15.791589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:40:15.791589Z digest=sha256:7b6d630255cb52bc01aea4c70474929fa9cfb3ba8dd893a3b43d2439aad4c086

Observation 810444ed-4747-4b28-8503-a815dfddb3b2 · outbound

This paper cites Communication-efficient on-device machine learning: Federated dis- tillation and augmentation under non-iid private data,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Communication-efficient on-device machine learning: Federated dis- tillation and augmentation under non-iid private data,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.665394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.796930Z digest=sha256:b72f360a78c385ac7c5e537f97addd128242ce4e171a9edbe9f140acb62236f4

Observation 72d8aa87-00d0-49bd-a98e-09153c48888f · outbound

This paper cites Scaffold: Stochastic controlled averaging for federated learn- ing,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Scaffold: Stochastic controlled averaging for federated learn- ing,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.648130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.807984Z digest=sha256:c0d1c3337c100dcd66cb605929a3c198f5fc4b3faa1453b0bdbd9125142ce3fc

Observation 4530823b-1919-4ace-99d1-25cae3abdc3b · outbound

This paper cites Federated learning with label distribution skew via logits calibration,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Federated learning with label distribution skew via logits calibration,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.631719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.812151Z digest=sha256:d0e1e61da255cd9a0105754975d5a8cbe4eec05b8c8be6a3032967b5d49fade0

Observation 68f84bbb-d5be-4f56-9dfe-d7cda2a5fdd8 · outbound

This paper cites Federated Learning with Personalization Layers.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Federated Learning with Personalization Layers

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T05:40:15.816061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:40:15.816061Z digest=sha256:3bd0c51600fc99ca05cb5a5c151fd6bfa6be4f076c3f9fc3275705371116760e

Observation 94ef3842-9113-4240-b9c3-e240fe240221 · outbound

This paper cites Adaptive federated learning in resource constrained edge computing systems,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Adaptive federated learning in resource constrained edge computing systems,

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T05:40:15.821084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:40:15.821084Z digest=sha256:8db38c95b309f08837183e9a622f72b0592843bffdf80300eefdb53f7cb5c0cc

Observation e41208ea-2e22-42d1-9281-33878f344e59 · outbound

This paper cites Convergence time optimization for federated learning over wireless networks,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Convergence time optimization for federated learning over wireless networks,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.605044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.825437Z digest=sha256:342da8c88812189b41e71ee3ee64a7d4ff7acce7ebcd12e4bc3646bcf2e4057a

Observation 3830af51-f124-4481-919f-4e90827cac27 · outbound

This paper cites Joint model pruning and device selection for communication-efficient federated edge learning ,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Joint model pruning and device selection for communication-efficient federated edge learning ,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.588908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.829798Z digest=sha256:ebe4c86345771f0e530b6d5e724b92f383d3da87795b4d89587b43172b0fda9a

Observation 77509519-62cd-4f2c-8e2d-b832bb119654 · outbound

This paper cites Communication-efficient federated edge learning via opti- mal probabilistic device scheduling,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Communication-efficient federated edge learning via opti- mal probabilistic device scheduling,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.574523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.834580Z digest=sha256:0fc04b5b7d1228ffb8d82872855fde86b2d26e0efaf8c064a09e4e807baea4d6

Observation e288dd48-260c-4621-a9ad-64b0f6c34fd5 · outbound

This paper cites Beamforming vector design and device selection in over-the-air federated learning,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Beamforming vector design and device selection in over-the-air federated learning,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.559728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.838498Z digest=sha256:1366b8af039b52ed548bccde82fb5f7278899902e08f10d8c471f516dab59d84

Observation 80d80f7b-5c94-4749-a8ff-1ba540467fc2 · outbound

This paper cites Asynchronous wireless federated learning with probabilistic client selection,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Asynchronous wireless federated learning with probabilistic client selection,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.544598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.842921Z digest=sha256:62f6a39a3f31e71c56c2171e4d90172e97469831d0c0b39a977f370d21663273

Observation bcae9314-ec7c-440e-a2aa-f3a58d48bf8f · outbound

This paper cites Energy harvesting aware client selection for over-the-air federated learning,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Energy harvesting aware client selection for over-the-air federated learning,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.529567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.846991Z digest=sha256:f19fb932225c6c46cf2ee8ee29e0aa3427349d0ad2a6e0c5722b89c9039109f1

Observation 244e95e9-f2dd-447f-847a-936bf817ee34 · outbound

This paper cites Scheduling policies for federated learning in wireless networks,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Scheduling policies for federated learning in wireless networks,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.515064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.851718Z digest=sha256:d6edcaf786cbc6e96e791475c3f1a46633d6605014d8a559ba5918b1e5bdb9c0

Observation 8d11807a-9a80-4aed-a259-41343a421133 · outbound

This paper cites Context-aware online client selection for hierarchical federated learning,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Context-aware online client selection for hierarchical federated learning,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.500680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.855658Z digest=sha256:bdb3a834f4bd904c370b9eeb383ebe9977d8c2aec99a84706cf82697fca8de25

Observation fc60daa5-36f3-4116-879a-94f62f5a5891 · outbound

This paper cites Green federated learning via energy-aware client selection,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Green federated learning via energy-aware client selection,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.486135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.859935Z digest=sha256:db4c820ff6bcee5eeffeaf7fce740250564787f63f41b357a6101a9dd17acef9

Observation 01727821-6982-4501-9d5a-e9a68f558715 · outbound

This paper cites Joint device scheduling and bandwidth allocation for federated learning over wireless networks,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Joint device scheduling and bandwidth allocation for federated learning over wireless networks,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.471126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.864815Z digest=sha256:8999e9479a03cf15f5208926d25389733f1ae4f68951125928d2254f0904fcfb

Observation 8c7a347b-034f-4a32-b389-fa4157044c7a · outbound

This paper cites Joint client selection and resource allocation for federated learning in mobile edge networks,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Joint client selection and resource allocation for federated learning in mobile edge networks,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.456695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.869208Z digest=sha256:aef04a06f5b1ef1daddd27b116e637ced33f9d55b71081506c49030784559616

Observation ef8907aa-ee48-4e31-9059-393a9a9c3678 · outbound

This paper cites Contextual client selection for efficient federated learning over edge devices,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Contextual client selection for efficient federated learning over edge devices,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.442131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.873601Z digest=sha256:c5018a6950e8b9a68f192ea45e92b209207d68b9a5010a6d8d7761e05bbee159

Observation 76b8eb5e-c2e9-4976-b825-e8801c470586 · outbound

This paper cites Scheduling for cellular federated edge learning with importance and channel awareness,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Scheduling for cellular federated edge learning with importance and channel awareness,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.427751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.878111Z digest=sha256:afef798f2eaaac89329e6aa128f8c42122f3dcfcaad144f9280cfd0ff073c603

Observation c3eba45b-ef26-4733-a5a9-5c3208cb92ba · outbound

This paper cites Convergence of update aware device scheduling for federated learning at the wireless edge,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Convergence of update aware device scheduling for federated learning at the wireless edge,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.412007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.882406Z digest=sha256:f6a5c1f271b6c46a8b2d1382fb717ec9c15d73289b059202b63773625e279d67

Observation d6f0bc9f-773a-4efd-80d1-b0b18013b8f7 · outbound

This paper cites Adaptive heterogeneous client sampling for federated learning over wireless networks,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Adaptive heterogeneous client sampling for federated learning over wireless networks,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.397144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.886524Z digest=sha256:c3433fc17355976a66b3564622a1811788d281cf56e6143c482aeedf755d3324

Observation 647a9317-3612-46c9-b904-fc9f5ae79b17 · outbound

This paper cites Data-importance aware user scheduling for communication-efficient edge machine learning,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Data-importance aware user scheduling for communication-efficient edge machine learning,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.381978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.890708Z digest=sha256:de3468fa9ba91ac8c68ab6d85bf583e866282878165afff4794ca04df39f06c7

Observation ff08c494-e2d0-43cf-b1d6-2022d14a2ae2 · outbound

This paper cites Client selection and bandwidth allocation in wireless federated learning networks: A long-term perspective,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Client selection and bandwidth allocation in wireless federated learning networks: A long-term perspective,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.368127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.895168Z digest=sha256:a0332ee8f32be6c56a16583e2906022ed19406aacacd99ada3f7a7f7b90ba561

Observation 9e8857b5-bf03-4bac-b5a8-d494005d64dd · outbound

This paper cites FedCor: Correlation-based active client selection strategy for hetero- geneous federated learning,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning FedCor: Correlation-based active client selection strategy for hetero- geneous federated learning,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.354170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.899525Z digest=sha256:501e911f947c2da143cbee885c030ea66a7a90c83296d5235c3f36588b75798a

Observation 2b49959d-2af5-45bd-ba62-1cee6d4d6089 · outbound

This paper cites AUCTION: Automated and quality-aware client selection framework for efficient federated learning,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning AUCTION: Automated and quality-aware client selection framework for efficient federated learning,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.340391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.903827Z digest=sha256:698411db31c2d2d6daf7851315065092d5e1063162249568f67b45a37f675594

Observation ba030cd3-d6e9-4ff1-844c-2a28196f7380 · outbound

This paper cites Data-centric client selection for federated learning over distributed edge networks,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Data-centric client selection for federated learning over distributed edge networks,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.326278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.907950Z digest=sha256:38faa110da1e041710dda7ae797e21cb1c77f57482bcbd75d66a5b294081aecd

Observation 911db36b-80f5-4105-8410-8bb2941283ad · outbound

This paper cites Data distribution-aware online client selection algorithm for federated learning in heterogeneous networks,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Data distribution-aware online client selection algorithm for federated learning in heterogeneous networks,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.312282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.912546Z digest=sha256:d5ede5710c326abafdbe1eb7bb848636a887c611d1787906ab2772b5b9c57e83

Observation 5417d7fd-9e45-4d3d-81f4-245155cc93a3 · outbound

This paper cites Stabilizing and accelerating federated learning on heterogeneous data with partial client participation,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Stabilizing and accelerating federated learning on heterogeneous data with partial client participation,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.298158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.917333Z digest=sha256:9dc4f2d5d5ed13a34f6acf7b87339b013ac5923658e2e521632bfa6c1bff97d2

Observation 25b025ff-9edb-47e4-b7c2-9869a1c816fb · outbound

This paper cites Channel and gradient- importance aware device scheduling for over-the-air federated learn- ing,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Channel and gradient- importance aware device scheduling for over-the-air federated learn- ing,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.284039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.921586Z digest=sha256:040af33e420bfb1c06381975d15036117dad68c57eae30e47b8760140508d9fc

Observation bcb8edc8-bca0-4a24-b9be-57dbd122a049 · outbound

This paper cites Coalitional FL: Coalition formation and selection in federated learning with heterogeneous data,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Coalitional FL: Coalition formation and selection in federated learning with heterogeneous data,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.269793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.927949Z digest=sha256:cbad0cf629cbd53518ae036513a9ec11b53da5424fb33736129b549e8adbf8e4

Observation b7414d45-f4fe-46f6-b874-69bb0a474409 · outbound

This paper cites Fed-cbs: A heterogeneity-aware client sampling mechanism for federated learning via class-imbalance reduction,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Fed-cbs: A heterogeneity-aware client sampling mechanism for federated learning via class-imbalance reduction,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.254818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.932897Z digest=sha256:1e5f3084a275e542c7a7a2e83684a7f5b1062f2706aebce00e4319c1f27ca2bf

Observation b2794276-ffa8-4f96-8615-fd7cb3999f3b · outbound

This paper cites Mobility accelerates learning: Convergence analysis on hierarchical federated learning in vehicular networks,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Mobility accelerates learning: Convergence analysis on hierarchical federated learning in vehicular networks,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.239803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.937214Z digest=sha256:2cecadd408e49e77c4d2b428d7a30dde40cd6887379abcb980a5799625400b36

Observation 8c9d842b-6bb3-4d2b-9699-cf8fd9482700 · outbound

This paper cites On the conver- gence of fedavg on non-iid data,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning On the conver- gence of fedavg on non-iid data,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.224963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.941601Z digest=sha256:e711453b1f2e2d813533e58d15b0e5c8788294334c54cb28d7611e7461689cf0

Observation 137a8f34-6fa5-4b15-af75-d597c3cb961b · outbound

This paper cites Mobility-aware cluster federated learning in hierarchical wireless 19 networks,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Mobility-aware cluster federated learning in hierarchical wireless 19 networks,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.210078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.946268Z digest=sha256:a0c32213df73610a75a41153a1ca0bd317e3b0f37dc7c09d6a58bdfeb0659939

Observation c3c2e7d7-33f5-4e49-9b43-1e8290f35299 · outbound

This paper cites Dynamic scheduling for over-the-air federated edge learning with energy constraints,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Dynamic scheduling for over-the-air federated edge learning with energy constraints,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.194468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.951109Z digest=sha256:e17996f95aa81b882c6243c6fa29077634c73c53ee122198517325551a0bbab3

Observation afea08aa-f004-41b5-8a13-8d4f3c65ce55 · outbound

This paper cites Fedpaq: A communication-efficient federated learning method with periodic averaging and quantization,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Fedpaq: A communication-efficient federated learning method with periodic averaging and quantization,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.176889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.955791Z digest=sha256:c9b0c0dac5d8e865dd036252f2c427da21b303f56627337e5a71193fcc3efa06

Observation 6519d43a-7a2e-4b76-bb30-3bab71783f52 · outbound

This paper cites Federated learning with flexible control,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Federated learning with flexible control,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.161823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.960554Z digest=sha256:6930fe9c9c88bb673a153e07536d4ddfb46eb5ab6ecc0fb54346e721a78c1302

Observation 8b27822f-f1fd-4c8f-ad2f-206328007fa8 · outbound

This paper cites Robust task offloading and resource allocation under imperfect computing capacity informa- tion in edge intelligence systems,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Robust task offloading and resource allocation under imperfect computing capacity informa- tion in edge intelligence systems,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.145614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.966086Z digest=sha256:9ba27ed021fd78a1d6a5d4b2bd82d049b7258da767eeef6a30bb6de1d8f47064

Observation 47246ec4-fe6e-464e-8429-449d90bbb840 · outbound

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

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T05:40:15.970732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:40:15.970732Z digest=sha256:164c670a938df5650be316687adea85d5a163fb7c5e2dc3fcc900ab63f9632d4

Observation 9faa82b2-6d1d-4477-b393-4fa72217ced2 · outbound

This paper cites Deep residual learning for image recognition,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Deep residual learning for image recognition,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.129863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.976104Z digest=sha256:302eed128ccc77712fdbc9bce92d3ecc25164ca2f57f5e3a03ac7ad0ff95a7f5

Observation 0d42a68a-841a-43d5-b3b5-9f4c6ecf6fb2 · outbound

This paper cites Why batch normalization damage federated learning on non-iid data?,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Why batch normalization damage federated learning on non-iid data?,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.114243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.981204Z digest=sha256:145296958496ca49a40a8666769e27254f1dcf04701cd7b93dc87c5078c8537f

Observation 4d36c5f7-9b67-4a73-abf6-d61844671369 · outbound

This paper cites Towards understanding biased client selection in federated learning,.

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Towards understanding biased client selection in federated learning,

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-07T05:40:15.985871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:40:15.985871Z digest=sha256:01edf91dadb314297bfd97e4a728d28aa930c9283fcf0061c32ff268b3d8d44b

Observation d4d98458-5016-40b6-9287-3601831949e7 · outbound

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

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning Study on channel model for frequencies from 0.5 to 100 GHz,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:40:16.087307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:40:15.990987Z digest=sha256:fa1d668475ba93c5f8b60f1df4ff6cc366233aacb463ace8b3b90addd363f9d2

Pith citing papers

Observation 0243dbe7-17a6-4c4c-a599-f4c4141e01be · inbound

FedTeddi: Temporal Drift and Divergence Aware Scheduling for Timely Federated Edge Learning cites this paper.

FedTeddi: Temporal Drift and Divergence Aware Scheduling for Timely Federated Edge Learning FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-08-04T22:29:18.569316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-04T22:29:17.251504Z digest=sha256:bd044a4182e0531cf617d87a149fba310b373b175de8b92626b03cf46b4fc308