Paper Citation Record · LEDGER

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization

As of 21 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2412.20785.

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

pith.paper-citation-record.v1
2412.20785 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:18:33.886902Z

measured 36 of 36 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

36 of 36 outbound references displayed

verified exact2
verified fuzzy29
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 43a0294a-fe6a-45d1-80ba-0301143b87be · outbound

This paper cites Federated Learning: Strategies for Improving Communication Efficiency.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Federated Learning: Strategies for Improving Communication Efficiency

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T23:18:33.278193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation babcdbd5-60e3-47a1-a431-070cc723ee0f · outbound

This paper cites Foundations of user-centric cell-free Massive MIMO,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Foundations of user-centric cell-free Massive MIMO,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:35.024854Z

Source-reported events for the cited work

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

Observation 97ac526d-fc1a-4cbc-ae25-a9d18db934a0 · outbound

This paper cites Wireless communications for collaborative Federated Learning,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Wireless communications for collaborative Federated Learning,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:35.014737Z

Source-reported events for the cited work

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

Observation faf6ff15-b73b-473d-84c0-08f930677711 · outbound

This paper cites Communication-efficient Federated Learning with adaptive quantization,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Communication-efficient Federated Learning with adaptive quantization,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:35.004039Z

Source-reported events for the cited work

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

Observation 3054be49-736e-4085-8e09-a6ecfe1c6356 · outbound

This paper cites Adaptive quantization of model updates for communication-efficient Federated Learning,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Adaptive quantization of model updates for communication-efficient Federated Learning,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.992652Z

Source-reported events for the cited work

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

Observation 69b60f64-bc23-4552-8d68-c16e2ea7f314 · outbound

This paper cites Joint compression and deadline optimization for wireless Federated Learning,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Joint compression and deadline optimization for wireless Federated Learning,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.981172Z

Source-reported events for the cited work

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

Observation 826fd9d4-1b6c-4b22-abcd-e0a3fb9bec14 · outbound

This paper cites FedDQ: Communication-efficient Federated Learning with descending quantization,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization FedDQ: Communication-efficient Federated Learning with descending quantization,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.970407Z

Source-reported events for the cited work

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

Observation fb1c9609-c773-449c-a577-7a4097b306f1 · outbound

This paper cites AQUILA: Communication efficient Federated Learning with adaptive quantization in device selection strategy,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization AQUILA: Communication efficient Federated Learning with adaptive quantization in device selection strategy,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.959317Z

Source-reported events for the cited work

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

Observation 3a743c87-c916-46f7-8add-abec02086729 · outbound

This paper cites DAdaQuant: Doubly-adaptive quantization for communication-efficient Federated Learning,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization DAdaQuant: Doubly-adaptive quantization for communication-efficient Federated Learning,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.947751Z

Source-reported events for the cited work

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

Observation d1dfc478-8ed4-4119-b919-b8e48789b8f2 · outbound

This paper cites Lazily Aggregated Quantized Gradient (LAQ) innovation for communication-efficient Federated Learning,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Lazily Aggregated Quantized Gradient (LAQ) innovation for communication-efficient Federated Learning,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.908371Z

Source-reported events for the cited work

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

Observation c4171599-826b-4593-83a6-098902a45fed · outbound

This paper cites A-LAQ: Adaptive Lazily Aggregated Quantized Gradient,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization A-LAQ: Adaptive Lazily Aggregated Quantized Gradient,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.806344Z

Source-reported events for the cited work

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

Observation f481089d-595b-4e55-8fc1-23eee1dc4c31 · outbound

This paper cites Cell-free Massive MIMO for wireless Federated Learning,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Cell-free Massive MIMO for wireless Federated Learning,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.737537Z

Source-reported events for the cited work

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

Observation bf8705e7-9793-400c-aaf5-2109b849ac03 · outbound

This paper cites FedAQ: Communication-Efficient Federated Edge Learning via Joint Uplink and Downlink Adaptive Quantization.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization FedAQ: Communication-Efficient Federated Edge Learning via Joint Uplink and Downlink Adaptive Quantization

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T23:18:33.471777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3a220a2-9a33-415f-9035-0e61495199a6 · outbound

This paper cites Joint energy and latency optimization in Feder- ated Learning over cell-free massive MIMO networks,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Joint energy and latency optimization in Feder- ated Learning over cell-free massive MIMO networks,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.611495Z

Source-reported events for the cited work

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

Observation ac195b8d-d109-4a00-8a48-c80bb2ee7b38 · outbound

This paper cites Energy efficient Federated Learning over wireless com- munication networks,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Energy efficient Federated Learning over wireless com- munication networks,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.494497Z

Source-reported events for the cited work

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

Observation 5f938f53-3aab-4c38-a8fe-af3c7ba1ff9a · outbound

This paper cites Distributed Federated Learning for ultra-reliable low-latency vehicular communications,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Distributed Federated Learning for ultra-reliable low-latency vehicular communications,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.437437Z

Source-reported events for the cited work

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

Observation b14c6d83-1b7c-4825-ba5b-347785f1e07d · outbound

This paper cites Fedcau: A proactive stop policy for communica- tion and computation efficient Federated Learning,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Fedcau: A proactive stop policy for communica- tion and computation efficient Federated Learning,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.426176Z

Source-reported events for the cited work

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

Observation edcf1d34-f9df-4108-b43b-977b99ca3294 · outbound

This paper cites FedCPF: An efficient-communication Federated Learning approach for vehicular edge computing in 6g communication networks,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization FedCPF: An efficient-communication Federated Learning approach for vehicular edge computing in 6g communication networks,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.415057Z

Source-reported events for the cited work

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

Observation 885cb914-9de9-4d16-bb01-08a61cfe68ce · outbound

This paper cites Communication-efficient Federated Learning: A variance-reduced stochastic approach with adaptive sparsification,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Communication-efficient Federated Learning: A variance-reduced stochastic approach with adaptive sparsification,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.404973Z

Source-reported events for the cited work

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

Observation 311aa1de-763d-4ecf-b19f-14617c0834b8 · outbound

This paper cites FLAS: Computation and communication efficient Feder- ated Learning via adaptive sampling,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization FLAS: Computation and communication efficient Feder- ated Learning via adaptive sampling,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.375575Z

Source-reported events for the cited work

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

Observation e49ea729-6bae-4967-a98d-3a092214eca3 · outbound

This paper cites ARFL: Adaptive and robust Federated Learning,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization ARFL: Adaptive and robust Federated Learning,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.288894Z

Source-reported events for the cited work

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

Observation 57ebbf76-9c25-421e-94bb-539f55124848 · outbound

This paper cites Efficient Federated Learning via local adaptive amended optimizer with linear speedup,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Efficient Federated Learning via local adaptive amended optimizer with linear speedup,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.229535Z

Source-reported events for the cited work

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

Observation f661c769-e288-4c09-b923-c8cc2c726af0 · outbound

This paper cites Adaptive Quantization Resolution and Power Control for Federated Learning over Cell-free Networks.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Adaptive Quantization Resolution and Power Control for Federated Learning over Cell-free Networks

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:18:34.031928Z

Source-reported events for the cited work

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

Observation 12ad89c8-c8aa-455d-bbb2-af35c4b2443b · outbound

This paper cites SAFARI: Sparsity-enabled Federated Learning with limited and unreliable communications,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization SAFARI: Sparsity-enabled Federated Learning with limited and unreliable communications,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.171278Z

Source-reported events for the cited work

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

Observation 6114d128-643c-477b-a9d1-ac17f3608b9d · outbound

This paper cites Machine learning at the wireless edge: Distributed stochastic gradient descent Over-the-Air,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Machine learning at the wireless edge: Distributed stochastic gradient descent Over-the-Air,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.144260Z

Source-reported events for the cited work

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

Observation 0ad24253-17d1-4ad2-b997-50c9d9589712 · outbound

This paper cites More Communication Does Not Result in Smaller Generalization Error in Federated Learning.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization More Communication Does Not Result in Smaller Generalization Error in Federated Learning

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:18:33.975733Z

Source-reported events for the cited work

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

Observation 981ea3b7-ef94-4708-99cf-809790dd240e · outbound

This paper cites ADADELTA: An Adaptive Learning Rate Method.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization ADADELTA: An Adaptive Learning Rate Method

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T23:18:33.856196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4995e4de-4062-4aab-840a-1770c6f45928 · outbound

This paper cites On the Convergence of FedAvg on Non-IID Data.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization On the Convergence of FedAvg on Non-IID Data

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T23:18:33.860451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9349f832-9067-49b8-b929-c98f615f4588 · outbound

This paper cites Widrow et al.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Widrow et al

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.133148Z

Source-reported events for the cited work

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

Observation e8c3d84d-bbeb-442d-93b3-23fc20123b9a · outbound

This paper cites Cell-free Massive MIMO versus small cells,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Cell-free Massive MIMO versus small cells,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.122516Z

Source-reported events for the cited work

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

Observation b382e6db-34bc-46ca-95d8-ca9ae361c908 · outbound

This paper cites Nocedal et al., Numerical optimization.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Nocedal et al., Numerical optimization

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.110948Z

Source-reported events for the cited work

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

Observation acbd364a-ed0e-4f70-81a7-4ec9fb428316 · outbound

This paper cites Adaptive Federated Optimization.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Adaptive Federated Optimization

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T23:18:33.873476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d51ce394-ef71-4a03-b0e2-5b7a2006cb46 · outbound

This paper cites Decentralized federated averaging,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Decentralized federated averaging,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.099597Z

Source-reported events for the cited work

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

Observation 2eabaa42-bbc6-4a23-9a5a-5e0ce2453f2d · outbound

This paper cites Over-the-air federated learning over scalable cell- free massive mimo,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Over-the-air federated learning over scalable cell- free massive mimo,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.088015Z

Source-reported events for the cited work

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

Observation 772ce1c3-0fc1-474f-bb94-b89f1a854d84 · outbound

This paper cites Energy-efficient power control: A look at 5G wireless technologies,.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Energy-efficient power control: A look at 5G wireless technologies,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.076967Z

Source-reported events for the cited work

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

Observation b83afb1a-46a5-48fb-a74b-5a012593dc98 · outbound

This paper cites Boyd et al., Convex Optimization.

Accelerating Energy-Efficient Federated Learning in Cell-Free Networks with Adaptive Quantization Boyd et al., Convex Optimization

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:18:34.065199Z

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.

Pith citing papers

No inbound Pith citation observations are available.