Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T18:35:01.285215Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2501.11267.
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 2026-08-10T18:35:01.285215Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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
62 of 62 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f668ff7d-fddd-466f-a179-9feef6568b45 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated learning over wireless networks: Convergence analysis and resource allocation,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ea095813-d513-465d-9228-32b4b65c713e · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated learning with Non-IID data in wireless networks,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c3462068-532e-446b-b3bb-a387bf180795 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Age-based scheduling for mobile edge computing: A deep reinforcement learning approach,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5bd7018e-6eea-453f-8964-ad4f086d1489 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated learning for Internet of things: Recent advances, taxonomy, and open challenges,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation dcd7b770-5bf3-4c5b-b09d-2011d0695984 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated learning for Internet of things: A comprehensive survey,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 975d35df-05c3-4f23-b7a7-587d68585def · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Toward fast personalized semi-supervised federated learning in edge networks: Algorithm design and theoretical guarantee,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c8f99fad-256f-4369-bf2b-a8833c80c2f2 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Demystifying model averaging for communication-efficient federated matrix factorization,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 920ceab0-9805-452d-8c7f-818bd50413c8 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated Optimization: Distributed Machine Learning for On-Device Intelligence
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5c2b8a5-3674-48a5-919c-4df7fc45a247 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated optimization: Distributed optimization beyond the datacenter,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7dc81135-0d91-43af-94e5-d26d9a65e251 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated Learning in Mobile Edge Networks: A Comprehensive Survey
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8b1e51ca-c891-4548-a5dd-4e5170cf6cd3 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Mobility-aware cluster federated learning in hierarchical wireless networks,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c270ddba-1c57-4a5f-9ce2-0359ab8026df · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Scheduling policies for federated learning in wireless networks,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d72269f2-d866-4d7c-b2d3-9495ed5e631c · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated optimization in heterogeneous networks,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0ceba271-4354-4740-b4eb-c5942d2f1e01 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Why batch normalization damage federated learning on non-iid data?
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2b844f97-d95d-45e5-9802-7433b2d82d5b · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Fedfisher: Leveraging fisher information for one-shot federated learning,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation edeae34b-c60f-4102-b3be-3161b1869b3b · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Scaffold: Stochastic controlled averaging for federated learning,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f0086708-d253-4290-b949-1823f09b9e0a · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Tackling the Objective Inconsistency Problem in Heterogeneous Federated Optimization
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ae2c3f15-952b-41bf-8110-cacc3635954b · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Quantized federated learning under transmission delay and outage constraints,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 68fc13cd-3080-4229-9a3d-afc131a48b30 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks FedPAQ: A communication-efficient federated learning method with periodic averaging and quantization,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 20b60803-7f62-49e5-a77a-c307bcdd0d33 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated learning with compression: Unified analysis and sharp guarantees,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7e5ecb14-a426-4fa4-9cbc-2f5a9f822002 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Design and analysis of uplink and downlink communications for federated learning,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 38ae24e2-f9f4-4509-8a8f-cd91b8ee801e · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Communication-efficient federated learning for heterogeneous edge devices based on adaptive gradient quantization,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 77759055-eb7b-4318-b087-95d3ccc3b750 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Dadaquant: Doubly-adaptive quantization for communication-efficient federated learning,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d5d388b4-b672-4216-88bd-db9437913781 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Fedvqcs: Federated learning via vector quantized compressed sensing,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c61f3ea9-93e4-4306-b5c7-a9293e3b1f38 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Communication-efficient federated learning via quantized compressed sensing,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 69cf6bed-705d-4e25-8508-3b8bc0e5128a · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Device scheduling with fast convergence for wireless federated learning,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 086ef79c-ed0d-45e2-b611-5c5a6dd8f87a · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Client selection and bandwidth allocation in wireless federated learning networks: A long-term perspective,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9b86d470-02fe-4758-be8e-88c10712c872 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks A joint learning and communications framework for federated learning over wireless networks,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 077f2e04-7d26-43a8-89ac-1b06438486d8 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated learning in unreliable and resource-constrained cellular wireless networks,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ea19655c-a192-476b-a1ef-502aebffdc7f · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Scheduling policies for federated learning in wireless networks,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7d56ba85-8195-4a7d-8cd0-28117df15f9c · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Cost-effective federated learning in mobile edge networks,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e5564fef-0dcf-4605-9cc3-260f5deacfbd · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Automated federated learning in mobile-edge networks—fast adaptation and convergence,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9f02b0b8-a03a-44b8-81b8-3792dcc2a8ba · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Wireless quantized federated learning: A joint computation and communication design,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 48b6aa1e-f291-4624-a3b9-952f66f4bca5 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Green, quantized federated learning over wireless networks: An energy-efficient design,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b1880fdb-c0e2-4c04-be0b-93699fac7fd0 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks On the convergence of FedAvg on non-iid data,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5ecc1911-ed3c-4260-b522-c8ad49035835 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Variance Reduced Local SGD with Lower Communication Complexity
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 913a53f5-7ce3-4569-adfd-0140009daaa4 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated learning based on dynamic regularization,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a8c79c92-353d-472d-b395-01bde54f3caf · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Mime: Mimicking Centralized Stochastic Algorithms in Federated Learning
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d8227a4-e3bc-4294-8403-dd519af655fe · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Beyond ADMM: A unified client-variance-reduced adaptive federated learning framework,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f8b2fa7a-274a-47b1-90aa-4474e5e61485 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Asynchronous Federated Optimization
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b415108-5ad1-4bd0-ad22-45398bc1c82e · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Communication-efficient adaptive federated learning,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation fd8f1f4d-bfeb-4dfb-9796-d7911a0d62ed · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Fast federated learning by balancing communication trade-offs,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 528641fe-d7ad-408f-9626-5258d0d40490 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Adaptive control of local updating and model compression for efficient federated learning,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 45ef322d-4dbf-4def-b592-35d6e97edb08 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Broadband analog aggregation for low-latency federated edge learning,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d4ab76bd-060a-40e4-b9ef-a31d24d4d594 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Adaptive federated optimization,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 00bd681f-8125-45b0-8038-d4f7372040cb · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Fedpd: A federated learning framework with adaptivity to non-iid data,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0124ed9f-cd61-4fec-8255-783d6ac4b199 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks FedADMM: A robust federated deep learning framework with adaptivity to system heterogeneity,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c8d56326-5e95-4f9a-b911-b86a7b721d96 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Parallel restarted sgd with faster convergence and less communication: Demystifying why model averaging works,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5831ec10-22ce-4e79-8c48-95d00c7bb35e · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Local SGD converges fast and communicates little,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 87776eb3-0b03-4613-8115-0d6c5613b277 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Communication-efficient learning of deep networks from decentralized data,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 3c7c0d70-0994-4125-a083-f6eee781028f · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated matrix factorization: Algorithm design and application to data clustering,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8aacb367-5ab0-442d-9aa8-a94634ca4b88 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated Learning With Quantized Global Model Updates
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation efb85275-dfaf-4e54-acab-ebce265dab8b · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Federated block coordinate descent scheme for learning global and personalized models,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 56fe2b44-e914-42dc-9cee-92680c432a3f · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Learning multiple layers of features from tiny images,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2f5497f1-0b6d-484c-bd31-6222e922f55f · outbound
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 3d8ffcdd-8f08-46b8-8633-a70cf3339fa1 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Nestt: A nonconvex primal-dual splitting method for distributed and stochastic optimization,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c4c8ff2c-c049-48be-b1bb-3ce319c144da · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 729f3837-9fb8-4644-8454-7e443ccb133d · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Unresolved cited work
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9a61e9c5-35a2-4d09-98c4-1cb665aab081 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Unresolved cited work
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5783bc39-3f92-4e4e-90f2-01d79502ec1a · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks (72) 42 Then, we need to analyze the terms Cr 0 , Cr 1 , Cr 2 in the RHS of (72)
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8cb4dd38-bd08-4464-8701-25d7deab8a1a · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks (85) Using γη ¯Er ≤ 1 2 √ N p(1+¯ωr), we get zr 1 ≤(γ2 + 4L2) m + 2N p(1 + ¯ωr)(γη ¯Er)2L γ − 2mL2 ≤(γ2 + 4L2) m + L 2γ − 2mL2 ≤ 17γ2 16 + 9L2 4 m ≤ 17m 16 (γ2 + 4L2)
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9a5b5ba0-4378-4156-a93a-714090cd4885 · outbound
Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Unresolved cited work
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
No inbound Pith citation observations are available.