Paper Citation Record · LEDGER

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles

As of 8 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 1 inbound Pith citation observation for arXiv:2506.02972.

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

pith.paper-citation-record.v1
2506.02972 v2

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:18:38.275223Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:18:38.275223Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-07T11:18:38.403898Z

Reference resolution

25 of 25 outbound references displayed

verified exact3
verified fuzzy22
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 03e7d773-cebe-4f17-8852-36e7a9401dfa · outbound

This paper cites UA V-enabled intelligent transportation systems for the smart city: Applications and challenges,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles UA V-enabled intelligent transportation systems for the smart city: Applications and challenges,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:44.209222Z

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 492ed145-70f9-46dd-a5c6-dea376b0cc8e · outbound

This paper cites UA V hyperspectral remote sensing image classification: A systematic review,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles UA V hyperspectral remote sensing image classification: A systematic review,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:43.994542Z

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 abcf4862-8cfc-4f4f-84e6-10708a0c0058 · outbound

This paper cites UA V-enabled integrated sensing and communication: Opportunities and challenges,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles UA V-enabled integrated sensing and communication: Opportunities and challenges,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:43.772645Z

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 8ccdc193-41b8-46d1-ade8-d9fbb1b6e0a4 · outbound

This paper cites Mobile edge computing and machine learning in the internet of unmanned aerial vehicles: a survey,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Mobile edge computing and machine learning in the internet of unmanned aerial vehicles: a survey,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:43.453223Z

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 d27cf265-f3e9-45d2-a982-8bfeaa7040ea · outbound

This paper cites Resource constrained vehicular edge federated learning with highly mobile connected vehicles,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Resource constrained vehicular edge federated learning with highly mobile connected vehicles,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:43.180575Z

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 5e28dd8a-9b5f-41b2-9dec-5b0cac7f27e3 · outbound

This paper cites Federated learning via unmanned aerial vehicle,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Federated learning via unmanned aerial vehicle,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:42.934898Z

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 f9d4cfe0-550b-4ec8-9d02-f6f75df3f692 · outbound

This paper cites Latency minimization for UA V-enabled federated learning: Trajectory design and resource allocation,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Latency minimization for UA V-enabled federated learning: Trajectory design and resource allocation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:42.694192Z

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 d491bc1d-3d49-4014-a6cc-79bdcdeb2dbd · outbound

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

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Communication-efficient learning of deep networks from decentralized data,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:42.456190Z

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 0b1f0ca5-363f-4ff6-ae5f-004fa3b04611 · outbound

This paper cites Online-Score-Aided Federated Learning for Resource-Constrained Wireless Clients with Continual Data Arrival.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Online-Score-Aided Federated Learning for Resource-Constrained Wireless Clients with Continual Data Arrival

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:18:38.983124Z

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 140d8c5e-a385-424d-9127-cf5c30186539 · outbound

This paper cites Federated learning in the sky: Joint power allocation and scheduling with UA V swarms,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Federated learning in the sky: Joint power allocation and scheduling with UA V swarms,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:42.243234Z

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 3be04fe7-157e-4422-bf5e-033b0a6c82af · outbound

This paper cites Federated learning-based collaborative wideband spectrum sensing and scheduling for uavs in utm systems,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Federated learning-based collaborative wideband spectrum sensing and scheduling for uavs in utm systems,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:42.040389Z

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 b31fec41-d4f1-43fa-96c8-f969e27bfa7f · outbound

This paper cites UA V-assisted online machine learning over multi-tiered networks: A hierarchical nested personalized federated learning approach,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles UA V-assisted online machine learning over multi-tiered networks: A hierarchical nested personalized federated learning approach,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:41.832437Z

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 c316a1eb-a2e0-4735-bb2b-6b8dcb230b55 · outbound

This paper cites Air-ground integrated online federated learning under unreliable communication,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Air-ground integrated online federated learning under unreliable communication,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:41.582302Z

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 be2a01d9-3f03-49e6-840e-5ddea3a2c74e · outbound

This paper cites Participant and sample selection for efficient online federated learning in UA V swarms,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Participant and sample selection for efficient online federated learning in UA V swarms,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:41.358117Z

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 826b16bf-dd06-4854-9f2f-c47e73825a74 · outbound

This paper cites Split federated learning for UA V-enabled integrated sensing, computation, and communication,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Split federated learning for UA V-enabled integrated sensing, computation, and communication,

Reference 15

Resolution: verified exact; raw_fallback, observed 2026-08-07T11:18:38.815362Z

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 427f0a9b-4f69-4e2c-9aaf-49eda322b3e3 · outbound

This paper cites CVXPY: A python-embedded modeling language for convex optimization,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles CVXPY: A python-embedded modeling language for convex optimization,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:41.104133Z

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 22388bce-7b1e-4db5-8ccc-fd96f63b1b8e · outbound

This paper cites Resource-aware hierarchical federated learning in wireless video caching networks,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Resource-aware hierarchical federated learning in wireless video caching networks,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:40.907911Z

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 75a73c0c-deee-4e28-bc1a-d6ebfbb1c3a9 · outbound

This paper cites The lottery ticket hypothesis: Finding sparse, trainable neural networks,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles The lottery ticket hypothesis: Finding sparse, trainable neural networks,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:40.624332Z

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 ec9a500e-2d18-4d82-ac8b-dbbf2c35579a · outbound

This paper cites QSGD: Communication-efficient SGD via gradient quantization and encoding,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles QSGD: Communication-efficient SGD via gradient quantization and encoding,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:40.378807Z

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 81b4ee6f-0a6e-4071-b481-a3d8ea340356 · outbound

This paper cites Model pruning enables efficient federated learning on edge devices,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Model pruning enables efficient federated learning on edge devices,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:40.127213Z

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 0832ee03-0357-464f-b967-34586ba643e6 · outbound

This paper cites Joint model pruning and device selection for communication-efficient federated edge learning,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Joint model pruning and device selection for communication-efficient federated edge learning,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:39.912591Z

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 ae09a737-d4c0-476e-826b-1110ce93a91c · outbound

This paper cites Sparsified SGD with memory,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Sparsified SGD with memory,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:39.695940Z

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 03661eb6-db88-44fb-9145-d4a583f00554 · outbound

This paper cites FedPAQ: A communication-efficient federated learning method with periodic averaging and quantization,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles FedPAQ: A communication-efficient federated learning method with periodic averaging and quantization,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:39.489326Z

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 9b9a5286-baec-4d13-9a76-a43c4801f7b0 · outbound

This paper cites Hierarchical federated learning in wireless networks: Pruning tackles bandwidth scarcity and system heterogeneity,.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Hierarchical federated learning in wireless networks: Pruning tackles bandwidth scarcity and system heterogeneity,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:18:39.240301Z

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 f22cf2a5-b861-4138-b32c-bd18703b58d7 · outbound

This paper cites Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles.

Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:18:38.487910Z

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.

Pith citing papers

Observation f22cf2a5-b861-4138-b32c-bd18703b58d7 · inbound