Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:29:47.227217Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2506.18259.
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 2026-08-06T23:29:47.227217Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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
46 of 46 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c3f6204e-dd8f-408a-8465-ef5d34f23ed4 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Automatic Healthcare Diagnosis and Prediction Assessment based on AI Multi-Classification Algorithm,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f531f16-3bed-4723-8292-96d2d8622278 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Federated Learning for Object Detection in Autonomous Ve- hicles,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4951c66-45bf-42fd-a567-245243a85492 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Privacy-Preserving Traffic Flow Prediction: A Federated Learning Approach,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6633183-979b-480f-ad19-040585a277dd · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data FELIDS: Federated learning-based intrusion detection sys- tem for agricultural Internet of Things,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1eaae6f4-cb4f-4c64-ae12-d340787a15c1 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Communication-efficient Learning of Deep Networks from Decentral- ized Data,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6003660c-d1ae-4240-8138-4dfc8cc214c9 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Decentralized Edge Intelligence: A Dynamic Resource Allocation Framework for Hierarchical Federated Learning,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 076c9222-49ad-4a98-b800-31fa015314bc · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Dynamic Edge Association and Resource Allocation in Self-Organizing Hierarchical Federated Learning Networks,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ed96ede-3d11-4c06-9327-b197da64e1b5 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Reputation-Aware Hedonic Coalition Formation for Ef- ficient Serverless Hierarchical Federated Learning,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b998ee30-5c00-4e9b-88b8-fe3dfe6f4874 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Adaptive Hierar- chical Federated Learning Over Wireless Networks,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d96baccb-926f-4daf-85f1-82bce6f9e609 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Client-Edge-Cloud Hi- erarchical Federated Learning,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06342c11-8427-4907-954e-ab075632b85d · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Bilateral pricing for dynamic association in federated edge learning,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46e2e65c-19e9-4f97-915f-1a7ef1c8d23a · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Federated Learning With Non-IID Data: A Survey,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73005bb2-baa6-482c-b2be-f652595ec85d · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data IOFL: Intelligent-Optimization-Based Federated Learning for Non-IID Data,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d742f5d-37ab-4515-8b29-47dd0a5217c5 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Delayed Gradient Aver- aging: Tolerate the Communication Latency for Federated Learning,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0aebcd5-0bc1-4205-82bf-f4f2654d1306 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03712b18-dac2-425e-9d4d-f66f042a1d31 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data QSGD: Communication-Efficient SGD via Gradient Quantization and Encod- ing,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15ba6895-a4c4-4d05-9f88-ae7a56f188af · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data A Joint Learning and Communications Framework for Federated Learning Over Wireless Networks,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fcef046a-61f1-468d-8fc9-47839e2210ca · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Federated Learning Over Wireless IoT Networks With Optimized Communication and Resources,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96a7dbe7-4705-4c89-87e3-8b891eb9b4d6 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Resource Allocation for Multi-Task Federated Learning Algorithm over Wireless Communication Networks,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 392263b0-11cb-45f0-9eec-8f106560ced7 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Robust Federated Learning With Noisy Communication,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a0f6a3d-9c7a-4fa4-9062-bf9603e2e5d3 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Federated Learning in Mobile Edge Networks: A Comprehensive Survey,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8e9df40-6431-40a4-89fd-8b62830910ad · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Robust Decentralized Federated Learning Using Collaborative Deci- sions,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d86476c5-7e06-4487-964f-ffedb71f6109 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Acceler- ating Federated Learning With Cluster Construction and Hierarchical Aggregation,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e57263e0-91d1-46f2-8dfe-a21409a66777 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Resource Efficient Cluster-Based Federated Learning for D2D Communications,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b28d89c9-1c88-428d-a7e3-7543d0f61766 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Communication-efficient Hierarchical Federated Learning for IoT Heterogeneous Systems with Imbalanced Data,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8920e582-be65-4979-bbeb-3e371dd6b79d · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Sample-level Data Selection for Federated Learning,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6b1ef8e-2d39-4c36-a9a9-bb29fb52c4c6 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data ISFL: Federated Learning for Non-i.i.d. Data with Local Importance Sampling
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 52bb42a2-e11b-47c7-ab2a-5e62db4e3018 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data FedDC: Federated Learning with Non-IID Data via Local Drift Decoupling and Correction,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d6a3326-3029-4117-877e-96879e1167a7 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Personalized Federated Learning for Intelligent IoT Applications: A Cloud-Edge Based Framework,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f895886c-4b6f-400b-9370-b2a01cd7b808 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Hybrid-FL for Wireless Networks: Cooperative Learning Mechanism Using Non-IID Data,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ef221544-e08f-45ea-8be1-889f061a4940 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Exploiting Unintended Feature Leakage in Collaborative Learning,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0129b47e-5711-4392-a2e4-586f13dc3a09 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Federated Learning with Non-IID Data
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 541290b5-9627-487a-92cd-3f73548d57e2 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Feature Matching Data Synthesis for Non-IID Federated Learning,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2a32d3d2-e094-41d3-a331-909dff441ff6 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Hierarchical Federated Learning ACROSS Heterogeneous Cellular Networks,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation fbf9611a-598c-4b39-8170-36b83e67aec1 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data The Non-IID Data Quagmire of Decentralized Machine Learning,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1dd73b9c-b72f-42eb-be8a-6a1992fb88ec · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Social-Trust and Power- Efficient Relay Selection for Device-to-Device Underlaying Distributed Shared Network,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c4618b6f-c93f-47d3-8645-66cd2bb89045 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Energy-Efficiency Optimization- Based User Selection and Power Allocation for Uplink NOMA-Enabled IoT Networks,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 8e5abf09-6fcb-4730-b060-b3ccb6eef90e · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Node Selection Strategy Design Based on Reputation Mechanism for Hierarchical Federated Learning,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c12cd375-9207-4e0b-a010-2a7a28491955 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Pytorch Conditional CGAN
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 92e13630-e2ea-4608-a837-dc53c1a12eeb · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data CIFAKE: Image Classification and Explainable Identification of AI-Generated Synthetic Images,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f0f16610-75df-48ae-b473-21ec8d403fc0 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Risk Neutral is Best for Risky Decision Making,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1226a8c2-104b-488b-9e7a-a80e83803901 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Engwerda, LQ Dynamic Optimization and Differential Games
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3e53343d-8295-4c36-b268-1b056711db65 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Lyapunov Stability Theory,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation fa886bed-0ca9-4030-8c1d-39c1d5ee19b3 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d4d6f168-0147-4cfd-961c-87c495edfd53 · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data Client Selection for Federated Learning with Heterogeneous Resources in Mobile Edge,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 621616cc-d119-4747-a2ee-59210e5d5a6d · outbound
Edge Association Strategies for Synthetic Data Empowered Hierarchical Federated Learning with Non-IID Data FedMCCS: Mul- ticriteria Client Selection Model for Optimal IoT Federated Learning,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
No inbound Pith citation observations are available.