Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T19:44:07.121560Z
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:2501.09822.
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 2026-08-10T19:44:07.121560Z
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 3892b680-e2ef-4280-8c9f-7ac9bf6b2a5e · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Communication-efficient learning of deep networks from decentralized data,
Reference 1
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 0e0f8b59-e7c3-44f4-ac89-7889273eb1c8 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Personalized Federated Learning: A Meta-Learning Approach
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04fd4ae0-1ce6-43d0-babe-d827200eaf90 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Adaptive Personalized Federated Learning
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d56fd377-2773-45a1-8e4d-7e7cc569a0f3 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Optimality and stability in federated learning: A game-theoretic approach,
Reference 4
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 eff32f78-6305-4bb2-bcc5-ab7ce65ee211 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data An efficient frame- work for clustered federated learning,
Reference 5
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 3ada7224-7762-4417-bfb1-ef5d79b84631 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Towards provably personalized federated learning via threshold-clustering of similar clients,
Reference 6
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 cdd361ff-6b78-4137-baa9-b2812baa2bcb · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data How to Collaborate: Towards Maximizing the Generalization Performance in Cross-Silo Federated Learning
Reference 7
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 649932de-bbda-46bc-90e1-11c2f54c96c4 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Wireless communications for collaborative federated learning,
Reference 8
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 2eee1d67-fb47-4bf2-881c-51dc6ff6104b · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Federated learning over wireless fading channels,
Reference 9
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 a9d727a3-cd17-4253-a1d7-61e5ddc92a09 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data A joint learning and communications framework for federated learning over wireless networks,
Reference 10
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 57d6395c-c2d2-4327-8181-0a6f0fa8fec3 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Interference management for over-the-air federated learning in multi-cell wireless networks,
Reference 11
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 b6a36574-d9c6-453a-a558-a81affdd8188 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Performance optimization for variable bitwidth federated learning in wireless networks,
Reference 12
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 87fa0f5e-4d4f-4e11-987d-1b8c05489ba4 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Performance analysis for resource constrained decen- tralized federated learning over wireless networks,
Reference 13
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 54d0ad44-0bef-4f90-a47b-91ae07819b7c · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Robust federated learning for unreliable and resource-limited wireless networks,
Reference 14
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 efb1c9d9-1cca-4562-a435-1343cfbb911b · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Optimizing NOMA Transmissions to Advance Federated Learning in Vehicular Networks
Reference 15
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 6a3ac09e-bafb-4367-9d16-38955eba0666 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Personalized federated learning with moreau envelopes,
Reference 16
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 b81d5795-5a7e-4e75-9715-7384683aa8ef · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Federated multi-task learning,
Reference 17
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 99850994-1a8e-448b-be9f-03dc1decfe86 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Dynamic personalized federated learn- ing with adaptive differential privacy,
Reference 18
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 db8b6c16-c52f-4234-b053-934c95223672 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Efficient cluster selection for personalized federated learning: A multi-armed bandit approach,
Reference 19
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 df56899b-1a42-4d98-ae0b-e3ef2e6ea7ab · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Joint device schedul- ing and resource allocation for latency constrained wireless federated learning,
Reference 20
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 b53f4b7d-da78-41e5-b5e8-6978c7ee4d19 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Federated learning over wireless networks: Convergence analysis and resource allocation,
Reference 21
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 1d23ba5f-1832-4b61-a320-fd2a021a5365 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Client selection and bandwidth allocation in wireless federated learning networks: A long-term perspective,
Reference 22
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 8a102a4c-f57a-4e52-83ca-3ca6c8958eaf · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Energy-efficient federated learning with resource allocation for green iot edge intelligence in b5g,
Reference 23
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 3e3ab68b-1ea3-4371-a782-53d236c45856 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Resource allocation of federated learning for the metaverse with mobile augmented reality,
Reference 24
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 a7722d55-d8ef-4fe8-b2ec-b83c2b2b852e · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Energy efficient federated learning over wireless communication networks,
Reference 25
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 b940184a-6741-43ec-a150-23bec80379bb · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Edge-native intelligence for 6g communications driven by federated learning: A survey of trends and challenges,
Reference 26
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 764c2adc-c138-4d5c-9e14-7df214138c52 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Federated learning encounters 6G wireless communication in the scenario of internet of things,
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 7637613b-c8d8-483a-bd04-4133a01cea93 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data De- centralized aggregation for energy-efficient federated learning via d2d communications,
Reference 28
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 91817b16-fbef-4be1-ba5b-a3d6e2c6c674 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Connectivity-aware semi-decentralized federated learning over time- varying D2D networks,
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 2d066524-9423-4999-9590-29f223380531 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Client selection in federated learning: Principles, challenges, and opportunities,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34cde134-737d-4b76-ab30-a75454071e73 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Energy or accuracy? near-optimal user selection and aggregator placement for federated learning in MEC,
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 a52a8939-c790-45e6-886f-c1a0a6b8e30e · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data TFL-DT: A trust evaluation scheme for federated learning in digital twin for mobile networks,
Reference 32
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 770fd4c3-58f0-4bdb-9990-302506485632 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Convergence time minimiza- tion of federated learning over wireless networks,
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 74256f26-d6f8-45a7-a163-2dad2fdea655 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Channel-Aware Distributed Transmission Control and Video Streaming in UAV 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 641238d1-dcd1-494c-8b60-b7feb6d8be5c · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data To transmit or not to transmit? distributed queueing games in infrastructureless wireless networks,
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 5e695743-f24b-4131-a6ae-3975054b54a6 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Interference-aware cross-layer design for distributed video transmission in wireless networks,
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 95b6b9ed-e247-4706-baf7-f2b29bdce53f · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Federated multi-task learning under a mixture of distributions,
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 3933d075-f63c-4784-80bd-90b446940ab0 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Find Your Friends: Personalized Federated Learning with the Right Collaborators
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06637850-0422-4823-b276-95098d8f42fc · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Learning multiple layers of features from tiny images,
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 3a7fde26-304b-478b-92a6-53b185b1ba32 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data EMNIST: Ex- tending MNIST to handwritten letters,
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 c06abd1b-10f6-4790-8f6f-4abf8e2f3c29 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Ensemble distillation for robust model fusion in federated learning,
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 5b5cd6a4-f67a-402a-9254-9133d2d93d93 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 190f206c-dfdf-46dd-ac64-231499940c64 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Tackling the ob- jective inconsistency problem in heterogeneous federated optimization,
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 53e0447c-52cb-4f24-a965-baf5617ced33 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Per- sonalized cross-silo federated learning on non-IID data,
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 c2031bc6-21df-4a97-86d4-951f8ae724ce · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data On the Convergence of FedAvg on Non-IID Data
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d734c084-a9e3-4813-aa59-286822b2df71 · outbound
pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data Federated multi- objective 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.