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Paper Citation Record · LEDGER

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning

As of 15 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 2026-08-15T06:32:42.880941+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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.029555Z digest=sha256:b47b6e51d72add349df6746820502bb45be78ed7588860304cdb22ccbb1b70d2

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.106334Z digest=sha256:32727b924428d7195512bc7f58e62f6eca06077b1d54689b87a8258fa018cd39

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.267210Z digest=sha256:94617bf0f15256f8db814377d8b925785c605239df2129a740a90accff11ad2c

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
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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.381436Z digest=sha256:03ace8b5ed0b9bcd50b7b5983b0587da7949135ee15f08f4ac62c129d35284fb

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.456125Z digest=sha256:6b717f0c080624d47391d68d4e73ad3ada847c352d991b2c46011871bdc86e25

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.570358Z digest=sha256:21aad1ce0ab3095d644257a569921282215e6adc7db0fc5e3e7e335c2d1e1598

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.659039Z digest=sha256:0e03c1483a1b387e1a517dd14194b29b7e2168b61752ebc36cfd6780c02a8b3a

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
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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.778810Z digest=sha256:be66c7102d9e1c2ca2446100b676b1d4c9d21b8128dc593cc8c358f88d723163

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
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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.785711Z digest=sha256:fd87a29a413826b198ca16240fa1d196e811c3e9a06ee620022b4a02761094f3

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

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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:a39c0f8d3c551bf497eedc0ae887ae1d744aeaef729f3d018187917b80009982

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.796930Z digest=sha256:767ff46d464fc60bd6ffc2ab0cafcc6b0e9c2d70245664bf441ce231c8c0ba10

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
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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.807984Z digest=sha256:80a62d57b01612781ffd5a7f77b988188ca678a8ef20d6e84aa2344560ff1ded

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
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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.812151Z digest=sha256:7f78a5ab721d9eaa83322fbbce34dddaf472dba4eead277a34e7f89de5ebb56a

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

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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=sha256:37e612927245cffe7bc8348e9839410c8c3274412e6d62aa8136e2de9d2a83a0

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:bcc337b8bf83d60e42ae817f174dfa5861e8aa2c0bb676cc2228860f23377595

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
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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.825437Z digest=sha256:5585b36fb1df59b4174b1b3acce157318a4443f3732828f81d039b6c26a6c999

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.829798Z digest=sha256:2d9672c9bca59e636e262756e5c986a4b7e8029154b8a25cf85f695dad3ed079

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.834580Z digest=sha256:f33db7262221d8b4836011d69237b5c0ebd59a2c8179b34c023258911c81ee5d

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
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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.838498Z digest=sha256:7d4b56d8b645c24015a83f8e578ba12a4d76b16a6ff52fd93d6b85e5c3a15e6b

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.842921Z digest=sha256:ed4f659911ca40db6b095c4fe7003bb3da1586c7431ac2ebdc0d1fe1383517b6

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.846991Z digest=sha256:01124919b96f09bb859099b4044454c114282ccf5ecc35654cc20a83be8b98dc

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.851718Z digest=sha256:3a439b91eba2045a4da6d9e4b5ff2565936591033bc784be8a77a2942ad8daa8

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.855658Z digest=sha256:0a1f5dcf6a5d0202ec186f4661b90b34e1a9c9a5099ccad12de432384a5cf444

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.859935Z digest=sha256:c5f4bb17e546c28b1c9406df52db47d1932a574dc769fdfb8e9a17332109de15

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.864815Z digest=sha256:eeb7ae3bdf81dcabe9f292b542b1974a1c3a550f8fcf985039d9b0ed9163b120

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.869208Z digest=sha256:f24b029dfeeced807d483f94ad707d1dcadfca187cd5a49c6b94e2cc4cfe70f9

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.873601Z digest=sha256:80dd4a9e3a7b5f56b228b03a15ba8487db78b3403d8fb305496bf8bb50b46eeb

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

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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.878111Z digest=sha256:37c6b7adcc6c4f95be7ca62d486ca9e7b5988f6b2fb74a3fb0419dc4bca08329

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.882406Z digest=sha256:df4189665739ce04dd5661d05a028c1634bc8228399e4134317e6e4ca4bdfe2a

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
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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.886524Z digest=sha256:07a2fa5f0f1593c31fb6fcb6eb3feb00262040a56edd9b0fa00b7499b48c2256

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
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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.890708Z digest=sha256:8c9845954394cb0d704f43304a37420d869544a8bf4daa218d8454ed639b965c

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
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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.895168Z digest=sha256:0f78d7c7e64d3a3e13b8753d4cecf1d7a8d298a4dcd793dc449ee46b1d1235ab

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.899525Z digest=sha256:a98c12c7bd9f5737b4b409cc87bed1e83736a747fb38297e17fafabb5c56f105

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.903827Z digest=sha256:aaf395acf28b32d1cd4dc0df08ec6da1325688448aca881868d97341818f195f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.907950Z digest=sha256:16527a0e7af0be4bb7383c920c33cad2018cd66d577b94b698012fd01242cba3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.912546Z digest=sha256:eef28d98ab395788e2bedf79b9f0209dd68cdd29ab786c174f2c1620e363a9a9

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.917333Z digest=sha256:845774903f244f4679d3cd1a5999f9c7403bbbe93d0a0f3b506309fa1265bdde

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.921586Z digest=sha256:f28f03efdf74769fd77146c3d800d86f4602f322b46e4b2eff739164f7f3e2da

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.927949Z digest=sha256:0348d15eb555a0164858054b9ac2046e7219bdb4279a404ab9e6e199a6613b67

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.932897Z digest=sha256:d92aa1dff9b590f17cf9adcbc4b314929b987e5887b3e2c52bbe3d81670e4a0d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.937214Z digest=sha256:b9fc409420de07d3c3a3065ef33deee69d5d368c0609f4a0e0655b04cdad5931

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.941601Z digest=sha256:fefb58f613e74fea3108f768373a473e7b0f123dae80ef27eb5da02b95f73780

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.946268Z digest=sha256:7a08832f22e4faad2cf9590c5a10bfa159cffbdbe14585d559c72a7e999b7661

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.951109Z digest=sha256:f742d03694f4a6d4e0d798cb4fd48abadf9c8f34f0072dddf9cbf624f2a9c921

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.955791Z digest=sha256:e9504db1882daa8510ed6e48a77e5e06c8c83cec3cf6ce5a70de03507d480198

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.960554Z digest=sha256:87f4878fdcfce0ad2848a6bc42188ac59271f6e1a7b71e2a20f2f138e75dbef0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.966086Z digest=sha256:c9427379ca88257db8f3b904ecd9ac4464fd380c5aad64b66964174f7d9bbd67

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=sha256:13fa7f69ac6d3864cb60d4eeabc99a624ee7a680e465edcad27ed99e535931c7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.976104Z digest=sha256:c4cbf84731787ae2c725af71c31a2fe141cc388ea492c36f8f6f9dc67d451ecb

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.981204Z digest=sha256:18ec7c773930f6706313854e93df13652a5283b9c0c23a4b69760bceb7cd152e

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=sha256:3baabe8b603af56c5c55708a3e2b2d27324860dc42e2640210bd1886e55e6c9a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:40:15.990987Z digest=sha256:84ce7bbf4309c1bf6f912373448ec1876223e71903807313a0c53c25468fc897

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:29:17.251504Z digest=sha256:0a248fe73ebd7ac939047e7d49d629d8d1cedf9fc7fdc62e32a45ed80b11123b