Paper Citation Record · LEDGER

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning

As of 18 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2505.03533.

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

pith.paper-citation-record.v1
2505.03533 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:01:10.972577Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

32 of 32 outbound references displayed

verified exact0
verified fuzzy24
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ae8eec4f-cb07-4c4d-9ffc-f6907c7eff5f · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Communication-efficient learning of deep networks from decentralized data,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.504523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5e5e8e21-6b1d-4bf5-838d-bdfd587b6088 · outbound

This paper cites Towards Federated Learning at Scale: System Design.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Towards Federated Learning at Scale: System Design

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T00:01:10.831133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08ab6172-50f1-44ff-b3db-e855bebc5b11 · outbound

This paper cites Federated learning and wireless communications,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Federated learning and wireless communications,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.486118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 283eeca8-1e3e-4203-bf63-9b4a424a3092 · outbound

This paper cites Multi-objective energy- efficient resource allocation for multi-RAT heterogeneous net- works,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Multi-objective energy- efficient resource allocation for multi-RAT heterogeneous net- works,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.470066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 533f4ae2-c89e-4ccd-996f-a70816bf787a · outbound

This paper cites Decentralized federated learning with unreliable communications,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Decentralized federated learning with unreliable communications,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.453726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 232bcb5c-0602-4030-a68e-ab371bbcf8f3 · outbound

This paper cites On the convergence of FedAvg on non-IID data,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning On the convergence of FedAvg on non-IID data,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.437570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f56bd254-ac57-4b29-ab27-4ca8ee313d6d · outbound

This paper cites Scaffold: Stochastic controlled averaging for federated learning,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Scaffold: Stochastic controlled averaging for federated learning,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.420425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c9bd2a98-441f-4126-be48-1a720e5b4d3d · outbound

This paper cites Scheduling policies for federated learning in wireless networks,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Scheduling policies for federated learning in wireless networks,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T00:01:10.861991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d995f230-46f4-48a0-97ea-821dd33e9508 · outbound

This paper cites Federated Learning with Non-IID Data.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Federated Learning with Non-IID Data

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T00:01:10.866853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ef7e3e2-3e63-4972-8875-7665c5ea7858 · outbound

This paper cites Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T00:01:10.872083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43e2019a-ead5-4b7d-b910-1c24da81eccc · outbound

This paper cites Client selection for federated learning with heterogeneous resources in mobile edge,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Client selection for federated learning with heterogeneous resources in mobile edge,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.393006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 20e88929-167d-4cad-977a-0efebe33930a · outbound

This paper cites Federated learning over wireless networks: Optimization model design and analysis,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Federated learning over wireless networks: Optimization model design and analysis,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.376157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 33601a14-dfee-41eb-a1ac-996961c2d919 · outbound

This paper cites Joint device scheduling and bandwidth allocation for federated learning over wireless networks,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Joint device scheduling and bandwidth allocation for federated learning over wireless networks,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.359979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6653680b-fe1a-4aa1-b8f0-8901fc5423e9 · outbound

This paper cites Optimizing federated learning on non-IID data with reinforcement learning,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Optimizing federated learning on non-IID data with reinforcement learning,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.344109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 471f0aab-1967-43cd-a202-8081d29b1eda · outbound

This paper cites FedQMIX: Communication-efficient feder- ated learning via multi-agent reinforcement learning,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning FedQMIX: Communication-efficient feder- ated learning via multi-agent reinforcement learning,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.327896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9d2c7449-c887-4ceb-a4cf-100b7a242885 · outbound

This paper cites Joint de- vice scheduling and resource allocation for latency constrained wireless federated learning,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Joint de- vice scheduling and resource allocation for latency constrained wireless federated learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.311732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a7d927cb-5844-47d4-95b5-34fccb37ac91 · outbound

This paper cites A joint learning and communications framework for federated learning over wireless networks,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning A joint learning and communications framework for federated learning over wireless networks,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.295386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9f197222-005b-4277-9e84-a1f365d49c2c · outbound

This paper cites Joint client selection and bandwidth allocation of wireless federated learning by deep reinforcement learning,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Joint client selection and bandwidth allocation of wireless federated learning by deep reinforcement learning,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.277931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8d8574a9-3306-4ff0-acc4-81323e9d2ebd · outbound

This paper cites A multi-agent reinforcement learning approach for efficient client selection in federated learning,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning A multi-agent reinforcement learning approach for efficient client selection in federated learning,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.261990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation babce6a1-c533-4963-8f4e-f9c4ba38ce92 · outbound

This paper cites FedAEB: Deep reinforcement learning based joint client selection and resource allocation strategy for heterogeneous federated learning,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning FedAEB: Deep reinforcement learning based joint client selection and resource allocation strategy for heterogeneous federated learning,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.245331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b6df25e8-630a-4abd-bc0e-0c9a435fa155 · outbound

This paper cites Spectrum sharing in vehicular networks based on multi-agent reinforcement learning,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Spectrum sharing in vehicular networks based on multi-agent reinforcement learning,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.228136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0095f440-b6a1-456d-aff8-3ad4e345f19e · outbound

This paper cites Experience-driven computational resource allocation of federated learning by deep reinforcement learning,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Experience-driven computational resource allocation of federated learning by deep reinforcement learning,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.212146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f939f3f2-194d-4219-b29e-9ed6e5b740fe · outbound

This paper cites Deep reinforcement learning based resource allocation for V2V communications,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Deep reinforcement learning based resource allocation for V2V communications,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T00:01:10.930965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8d9c89e-bab1-468a-9b00-b534e921ea02 · outbound

This paper cites Federated learning in unreliable and resource-constrained cellular wireless networks,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Federated learning in unreliable and resource-constrained cellular wireless networks,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.185532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4fd9e0b5-4145-419f-86c5-4c765b63daf2 · outbound

This paper cites Monotonic value function factorisation for deep multi-agent reinforcement learning,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Monotonic value function factorisation for deep multi-agent reinforcement learning,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.169262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5007018a-c212-4f34-b9f1-55e8f4d364c8 · outbound

This paper cites Analog gradient aggregation for federated learning over wireless networks: Customized design and convergence analysis,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Analog gradient aggregation for federated learning over wireless networks: Customized design and convergence analysis,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.152572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 90c17331-4b56-43a9-8550-625c8578fe77 · outbound

This paper cites Stabilising experience replay for deep multi-agent reinforcement learning,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Stabilising experience replay for deep multi-agent reinforcement learning,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.136357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6b04d9ea-9bd1-43f4-8f3a-8eb289f67cae · outbound

This paper cites Learning multiple layers of features from tiny images,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Learning multiple layers of features from tiny images,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T00:01:10.953509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7fc4962-52ba-4c90-beb9-21edb9b0327b · outbound

This paper cites QuaDRiGa: A 3-D multi-cell channel model with time evo- lution for enabling virtual field trials,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning QuaDRiGa: A 3-D multi-cell channel model with time evo- lution for enabling virtual field trials,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.109900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ce10a6d6-9af6-42a9-b21c-bddfa6a0fec8 · outbound

This paper cites Federated Learning Based on Dynamic Regularization.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Federated Learning Based on Dynamic Regularization

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T00:01:10.962526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8076f284-2e15-4ede-b31f-30e589a5d30e · outbound

This paper cites Fedlab: A flexible federated learning framework,.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning Fedlab: A flexible federated learning framework,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:01:11.093385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4a948858-2f87-44ce-825f-48463cf17d81 · outbound

This paper cites An overview of gradient descent optimization algorithms.

Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning An overview of gradient descent optimization algorithms

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T00:01:10.972577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.