Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:01:16.220746Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2507.09546.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:01:16.220746Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
35 of 35 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 74868eda-cf0b-46dc-880b-c19bd9e568c5 · outbound
Lightweight Federated Learning over Wireless Edge Networks Federated learning in mobile edge networks: A comprehensive survey,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4da5c79b-f4d8-4813-bd69-cff5e0c8a40c · outbound
Lightweight Federated Learning over Wireless Edge Networks Edge intelligence: Paving the last mile of artificial intelligence with edge computing,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d230417-4425-40df-8087-117a1afc4f7b · outbound
Lightweight Federated Learning over Wireless Edge Networks Sparks of generative pretrained transformers in edge intelligence for the metaverse: Caching and inference for mobile artificial intelligence-generated content services,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 75bf7cc4-3d3a-47f1-b209-3b09423ea0e3 · outbound
Lightweight Federated Learning over Wireless Edge Networks Communication-efficient learning of deep networks from de- centralized data,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f18d7b62-e07b-4d08-b0e2-8c2b99ce1647 · outbound
Lightweight Federated Learning over Wireless Edge Networks Gradient and channel aware dynamic scheduling for over-the-air computation in federated edge learning systems,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c0fa6789-16e9-494f-a799-55c045622edb · outbound
Lightweight Federated Learning over Wireless Edge Networks Adaptive control of local updating and model compression for efficient federated learning,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1161da08-327a-4cd1-b85b-f6c593a8c5a3 · outbound
Lightweight Federated Learning over Wireless Edge Networks Mergesfl: Split federated learning with feature merging and batch size regulation,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5ab1b32e-1241-42e4-b872-2baf9a6cf479 · outbound
Lightweight Federated Learning over Wireless Edge Networks A joint learning and communications framework for federated learning over wireless networks,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c6d7a652-66bb-4bdf-8aa1-8820a86f5b68 · outbound
Lightweight Federated Learning over Wireless Edge Networks Cell-free massive mimo for wireless federated learning,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1f5b3170-b911-4107-b771-3b00bf84ee24 · outbound
Lightweight Federated Learning over Wireless Edge Networks Client selection and bandwidth allocation in wireless federated learning networks: A long-term perspective,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 487ef4a4-5f7e-4c9b-8bcf-17762e1b23f4 · outbound
Lightweight Federated Learning over Wireless Edge Networks To talk or to work: Flexible communication compression for energy efficient federated learning over heterogeneous mobile edge devices,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 30e5dc3a-fc53-4abd-a865-462f013ca4a5 · outbound
Lightweight Federated Learning over Wireless Edge Networks An exact quantized decentralized gradient descent algorithm,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a1e72909-d258-4a0c-a6e1-882a7cdcef5f · outbound
Lightweight Federated Learning over Wireless Edge Networks Effi- cient federated learning for metaverse via dynamic user selection, gradient quantization and resource allocation,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e70830e2-f57a-4d1e-b684-c1a4923dd3ba · outbound
Lightweight Federated Learning over Wireless Edge Networks 1-bit compressive sensing for efficient federated learning over the air,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 52b1e26d-059f-4ad3-9873-6a1c7a0f281e · outbound
Lightweight Federated Learning over Wireless Edge Networks Robust and communication-efficient federated learning from non-i.i.d. data,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c974c47b-e343-4e9c-bdff-34f997e62bfc · outbound
Lightweight Federated Learning over Wireless Edge Networks Dynamic model pruning with feedback,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9394dbab-c6f1-45ea-87de-84f7f93f62a4 · outbound
Lightweight Federated Learning over Wireless Edge Networks Joint model pruning and device selection for communication-efficient feder- ated edge learning,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b882c05f-d6ef-4119-a47c-ec19a06c7b18 · outbound
Lightweight Federated Learning over Wireless Edge Networks Computation and communication efficient federated learning with adaptive model pruning,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ee041939-4abc-4639-ad0a-384914a655a3 · outbound
Lightweight Federated Learning over Wireless Edge Networks IoT device friendly and communication-efficient federated learning via joint model pruning and quantization,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ae614710-b053-4a2d-96cb-907669f5041d · outbound
Lightweight Federated Learning over Wireless Edge Networks Generative AI based Secure Wireless Sensing for ISAC Networks
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f916ba2-418e-442f-b1ce-8e921d04846c · outbound
Lightweight Federated Learning over Wireless Edge Networks Convergence time optimization for federated learning over wireless networks,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a68778e0-afe3-4465-b7e7-d249e9ef223a · outbound
Lightweight Federated Learning over Wireless Edge Networks Age of information based URLLC transmission for UAVs on pylon turn,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 06ed64b7-abc2-41f6-bed5-b0980cbfd2bb · outbound
Lightweight Federated Learning over Wireless Edge Networks Secure and latency-aware digital twin assisted re- source scheduling for 5G edge computing-empowered distribu- tion grids,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3f6d3708-b85c-4e9b-a8c7-662b84d1f16b · outbound
Lightweight Federated Learning over Wireless Edge Networks Im- portance estimation for neural network pruning,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 89f9c576-d82c-47e0-8190-793752273f9e · outbound
Lightweight Federated Learning over Wireless Edge Networks Accelerating federated learning with data and model parallelism in edge com- puting,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ae5fc1b5-0967-496f-8741-2ee68e39ac76 · outbound
Lightweight Federated Learning over Wireless Edge Networks Quantized federated learning under transmission delay and outage constraints,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 01db17b4-b12c-42c2-ae19-8b79f4fee23a · outbound
Lightweight Federated Learning over Wireless Edge Networks Federated Learning With Quantized Global Model Updates
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae6dc992-08e8-475d-b74b-55f927ffaeec · outbound
Lightweight Federated Learning over Wireless Edge Networks Design and analysis of uplink and downlink communications for federated learning,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f7e50b89-28fa-4d30-8fc4-c0d6b9fef1c6 · outbound
Lightweight Federated Learning over Wireless Edge Networks Sparsified sgd with memory,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a4bfd769-4dda-4aa7-a507-cccfe6e0d132 · outbound
Lightweight Federated Learning over Wireless Edge Networks UAV- enabled covert federated learning,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bff52ed0-6cbf-4e9c-860d-81acf376ebac · outbound
Lightweight Federated Learning over Wireless Edge Networks Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 50585f90-a747-4734-9749-94c1b8da2f97 · outbound
Lightweight Federated Learning over Wireless Edge Networks Taking the human out of the loop: A review of bayesian optimization,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6f174b54-627a-4fe1-a7da-129be85c8e12 · outbound
Lightweight Federated Learning over Wireless Edge Networks Learning multiple layers of features from tiny images,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 931f8ed7-dcda-4e9e-8926-dd9662f9dffb · outbound
Lightweight Federated Learning over Wireless Edge Networks SignSGD: Compressed optimisation for non-convex problems,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7b701ede-86d8-4728-9617-21871bcfe623 · outbound
Lightweight Federated Learning over Wireless Edge Networks Therefore, substituting Eq
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.