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Paper Citation Record · LEDGER

FedCGD: Collective Gradient Divergence Optimized Scheduling for Wireless Federated Learning

As of 22 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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.029555Z digest=sha256:a6cf3c21eb3c8b3f7f612c46d81ddb22d728e36dc0058fd6ac91d921c24fa067

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.106334Z digest=sha256:828cbee3e9451385f2f479f2c4a11828dcdc75d289107c3beb7a224e9a312d52

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.267210Z digest=sha256:b4b9eda6954de98a636d57924309317f63e51ea0b19dcdc37de05579d5af3d9b

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.381436Z digest=sha256:5f7aa523854addc68c00e593b1647b0ec38cdfb422b3e8ef726c92eed481a31d

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.456125Z digest=sha256:ab60be717e97e2cfc0f4c770324b8963e33eaedc6aeb7614bd0e0b8106ba29c2

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.570358Z digest=sha256:729894d86674ca6fa65cabde5c44feb6d1daea3a96302889781ef13f250de094

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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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.659039Z digest=sha256:84d231b5fc39fa6b7d18537e743844eb0424b5290e501d4dc79950f37c622ed5

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.778810Z digest=sha256:2047b91c535020861fa3ad595efb16781aae8ee4fcdebd6e1cc592621324fd5c

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.785711Z digest=sha256:335e93c1381c345eafcf671c1bfb7367bee3ecf93cb6d521b86a5d144c145f20

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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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=sha256:0b60609aaa0c7dae5d7430b63362eb1a1acf0bf5341ea4ee0265275162b5ee6c

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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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T05:40:15.796930Z digest=sha256:0bc1c7ce0462683708ad992eb9c8ac4effbddf02ca9e6467ffcd9b7ea94395dc

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.807984Z digest=sha256:d2c917eec9e89dc91de53de6658ac6d0d8881a9e9d5ed4ae5a12537ea3f1ce36

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.812151Z digest=sha256:7001c89c6b10d168dfa94755ea2b6766f15f511ee759c6135886c61e13cbfa43

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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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=sha256:533e012f7fab7b7f719ddade9b5eb5f51d7c2400919cd7dd6521e3ce3c4eed61

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=sha256:5f59e9a7acc7a8b0403ec10033e571771ca7cfe953bf4c96e7a689ed026a2369

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.825437Z digest=sha256:75604953adc57accec96b6b83ea94564bc5ebb081241569f26fc568faa78b10b

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.829798Z digest=sha256:b545bc36f246011b56c04034660b8bcea3d0cb339e61050d0607ad23477e1224

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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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T05:40:15.834580Z digest=sha256:194fc5a2fb04c1bf8307831a929783e184631c3c1575d82b5f95ad4a42d5a6d7

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.838498Z digest=sha256:6381896a64a3656c2f7c8bba05549eb894fbaabf7cc4f0deac5eb4bf708bd754

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.842921Z digest=sha256:78b989bc8baedf656b301bd171f8492680b6d8ead26b8cbf4ef2067f7694f8f0

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.846991Z digest=sha256:871a895ae8a574a3be0fe72db229c9c10af712c7d31006af6792457db83eac24

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.851718Z digest=sha256:25b5c4e18cd80e4f653fab45b37aecad776ddca44f612ce364b251674a48605a

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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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.855658Z digest=sha256:838b071b656a14377f914f820dc325a6ba39a15e59ac2b36be981ce15da938c9

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.859935Z digest=sha256:b3b9d823c91fe2c5e14e8dab791ff7207e83309aee2de9ab436eefd0ed7c571e

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.864815Z digest=sha256:b687ff152a75b3de33ffc20120f7e60de022cbdcbb43ed6b7797f497e52dfecd

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.869208Z digest=sha256:8cff1677fe802f0cae1f81cdf7d33c647dba483f8fb24eb9be0301321453ce64

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.873601Z digest=sha256:3ae28415eaef5abcc9bc04d8d8c638ed884e656cf54873701b7f29c0ae69adf2

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.878111Z digest=sha256:5e9de0518a0bc00f0433167cc0c8cf287386a3cbfda4a9121a10e0940d45498f

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
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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.882406Z digest=sha256:4b5f7abdb16c3adce7ce96ceac1ec3d26a1acb48132eca4feb02dcb09e96a334

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.886524Z digest=sha256:2d87ec1e6c5f423ed2843ac8935ba211e8c7ebbd6d1ade3e71e70dd8c9d90bc1

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.890708Z digest=sha256:2a6ff0364b094e9875558c6cf235a50911aee7aa0216d4d06b54f61cf711e42c

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.895168Z digest=sha256:8b45afe179e19bc6c4bf8276f9f7b6fcd1552e7cbe8f74b5560d95e6fe9df867

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.899525Z digest=sha256:376a99613531c5d87043ab81cc11e33b75bfcb727c91fab8adb1123d8f04bd45

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

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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.903827Z digest=sha256:c99e9bb31694145ebe791587079633b1e586ca33e2cde084e05ee949377e6784

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.907950Z digest=sha256:932e702cbb16fa38bf7ac5eebff9657e353a911ad05cfa35fc89c2c0ebc6458f

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.912546Z digest=sha256:6a123a43c330fbdd34fd90294f38d04ffd0ecbf89843cbd9c1e9beee30a5730a

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.917333Z digest=sha256:18c6789a3a29893971a84cb9804cc80f1124702cc4d0d2e9779018d16525afb3

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.921586Z digest=sha256:e55ecfe91bc26ca1dfc65afd94c70c126645f4ffe2d1b89b6a7d7f755bab9ff7

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.927949Z digest=sha256:ddbc0c18ae9521b94851d0958ea3ee6547df2d80f274a7e2b2e6152a2d12315f

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.932897Z digest=sha256:9a88f73321ff1713d9d7583992719a3eede45cdfedbffd71502c267356534508

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.937214Z digest=sha256:086d82051f1e88b1ec599da6dbef9bc17331341a075201746b91d6b3b92b61cd

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.941601Z digest=sha256:ea1b7a5d80ae03634523533df6d7eb12095c0a2b58bca4a6ecea5a57b0297632

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.946268Z digest=sha256:7a019119e6d908a0271cfc797841f1a22830081193fc833ef012484abd15ae48

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.951109Z digest=sha256:87963efd9105e7f76b58ad7f1aa74ec9c877219d294762c66905e2835fd38efe

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.955791Z digest=sha256:80d7ae9cc4a6212307145c1512c8e637d04c11d9eaa4cd01133a7fd49515a5c7

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.960554Z digest=sha256:baa33a5a0d4b496b9e02b214e51191e491e3fedaf74a679a566ddcd7340c7ce5

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.966086Z digest=sha256:08a2f52dcbf227ce6da0a7e37c09640a9cdaa9852c0ff63cd88b23fdf16d9368

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:a33d1e30bdc7b92a7eec92d1e89128b94ff2b08f731146719e99691bcf21a012

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.976104Z digest=sha256:261885051365d8922dc13363c3d5ca4055161804fffbe73c5f082ff48ceeef72

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.981204Z digest=sha256:5dabf80311379524b10179b58a40555e3b0bf5058efd094f3c6d28dbbffe98e7

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=sha256:52a61b50f7a94433141343c96bb634f5d3ca1c9aeccdecaeb4768ae8324fc035

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:40:15.990987Z digest=sha256:08888af8cdff1155c0dbc0e80edd89d69c9314b28d9d01a001c7184430d4f99a

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-04T22:29:17.251504Z digest=sha256:f6fbf3e9baccfa176acfd1b33a048b1731797308efdc212c1fd0ae575200ea44