Paper Citation Record · LEDGER

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries

As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2608.03156.

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

pith.paper-citation-record.v1
2608.03156 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:39:26.784774Z

measured 37 of 37 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 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

37 of 37 outbound references displayed

verified exact2
verified fuzzy24
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9fa9e4e6-de19-481f-8872-9dcb63aefd04 · outbound

This paper cites Decentralized federated learning with unreliable communications,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Decentralized federated learning with unreliable communications,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:34.009777Z

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 122bdd91-b4e2-4ac9-8b65-69dcf3d171d3 · outbound

This paper cites Decentralized Personalized Federated Learning.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Decentralized Personalized Federated Learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T00:39:23.568846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f99a1954-1553-4592-b5e7-1793353159a4 · outbound

This paper cites Decentralized di- rected collaboration for personalized federated learning,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Decentralized di- rected collaboration for personalized federated learning,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:33.811947Z

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 b87d3123-71f2-44f4-85c9-4dd9e08ce4e5 · outbound

This paper cites Evidential Trust-Aware Model Personalization in Decentralized Federated Learning for Wearable IoT.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Evidential Trust-Aware Model Personalization in Decentralized Federated Learning for Wearable IoT

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T00:39:23.733079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9895066c-9c74-416c-b25d-b9f05bdbde46 · outbound

This paper cites Topology learning for hetero- geneous decentralized federated learning over unreliable d2d networks,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Topology learning for hetero- geneous decentralized federated learning over unreliable d2d networks,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:33.546163Z

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 c51a066f-9726-42ff-9d83-1b504634fe77 · outbound

This paper cites Discovering network topology in the presence of byzantine faults,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Discovering network topology in the presence of byzantine faults,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:33.262565Z

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 58d94e66-69bf-4b69-9a40-0d3503c14bbc · outbound

This paper cites Unified Breakdown Analysis for Byzantine Robust Gossip.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Unified Breakdown Analysis for Byzantine Robust Gossip

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T00:39:24.016852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 120bc490-1afd-44bc-9851-600019d8d60a · outbound

This paper cites Decentralized federated averaging,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Decentralized federated averaging,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:32.910885Z

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 d2960d02-3879-4bc8-9c44-9f1f47a59216 · outbound

This paper cites Decentralized federated learning: Balancing communication and computing costs,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Decentralized federated learning: Balancing communication and computing costs,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T00:39:24.219447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af26d74d-c078-4eee-8ad2-afec3900954c · outbound

This paper cites Fully decentralized joint learning of personalized models and collaboration graphs,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Fully decentralized joint learning of personalized models and collaboration graphs,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:32.613040Z

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 82734471-4689-4f21-aca8-f843d4498a27 · outbound

This paper cites Learning to collaborate in decentralized learning of personalized models,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Learning to collaborate in decentralized learning of personalized models,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:32.221763Z

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 c16d7507-5ff6-45b8-82d6-43cfd086f9b5 · outbound

This paper cites Personalized federated learning with inferred collaboration graphs,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Personalized federated learning with inferred collaboration graphs,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:31.876773Z

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 43f43cf6-364d-434d-8e69-4a19288f9c63 · outbound

This paper cites Evidential deep learning to quantify classification uncertainty,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Evidential deep learning to quantify classification uncertainty,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T00:39:24.620606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce453bf3-4ada-4aed-8834-3ad65965c3e6 · outbound

This paper cites A unified theory of decentralized sgd with changing topology and local updates,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries A unified theory of decentralized sgd with changing topology and local updates,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T00:39:24.710043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eddb67d9-b7c2-4156-a36c-93e88f33ec7d · outbound

This paper cites Distributed optimization over time-varying directed graphs,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Distributed optimization over time-varying directed graphs,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:31.558837Z

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 9811bae1-9a26-4808-adfd-e63072c2c95f · outbound

This paper cites Stochastic gradient-push for strongly convex functions on time-varying directed graphs,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Stochastic gradient-push for strongly convex functions on time-varying directed graphs,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:31.213859Z

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 7f85cc7a-03eb-4856-8cae-e9a55ce4ac11 · outbound

This paper cites Refined convergence and topology learning for decentralized sgd with heterogeneous data,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Refined convergence and topology learning for decentralized sgd with heterogeneous data,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:30.841259Z

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 08911564-d1cb-4f87-95c8-67323e275498 · outbound

This paper cites Privacy-preserving decentralized federated learning over time-varying communication graph,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Privacy-preserving decentralized federated learning over time-varying communication graph,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:30.516051Z

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 96cb44d4-131c-4dc9-934b-266faeb92921 · outbound

This paper cites Dystop: Dynamic staleness control and topology construction for asynchronous decentralized federated learning,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Dystop: Dynamic staleness control and topology construction for asynchronous decentralized federated learning,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:30.198584Z

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 531441c8-94fc-4108-9ffa-516b016010bf · outbound

This paper cites Decentralized federated learning over time-varying and heterogeneous mobile computing networks,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Decentralized federated learning over time-varying and heterogeneous mobile computing networks,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:29.808640Z

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 0dfb68e4-5bd4-41ca-89f0-06ca3ca00a99 · outbound

This paper cites Bridge: Byzantine-resilient decen- tralized gradient descent,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Bridge: Byzantine-resilient decen- tralized gradient descent,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:29.596326Z

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 6c954660-573b-4f82-8ba3-ad95a26aa889 · outbound

This paper cites Byzantine-resilient decentralized stochastic gradient descent,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Byzantine-resilient decentralized stochastic gradient descent,

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9d21423-0b99-40b3-b0ea-de049daf1f88 · outbound

This paper cites Byzantine-resilient decentralized stochas- tic optimization with robust aggregation rules,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Byzantine-resilient decentralized stochas- tic optimization with robust aggregation rules,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:29.372619Z

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 33b86486-360a-4b09-a2f5-1321c749af7a · outbound

This paper cites Byzantine-Robust Decentralized Learning via ClippedGossip.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Byzantine-Robust Decentralized Learning via ClippedGossip

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T00:39:25.566962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2acdf6a-951b-474f-b56f-0c865a2834cc · outbound

This paper cites Byzantine-robust decentralized federated learning,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Byzantine-robust decentralized federated learning,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:29.164776Z

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 f9543855-f9a8-4777-b48b-474ae1ea6d52 · outbound

This paper cites A decentralized federated learning framework via committee mechanism with convergence guar- antee,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries A decentralized federated learning framework via committee mechanism with convergence guar- antee,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:28.981847Z

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 4b21fa7d-8c4d-4cbf-84cd-af5d7ba46b97 · outbound

This paper cites Byzantine-resilient federated learning at edge,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Byzantine-resilient federated learning at edge,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T00:39:25.900716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b039388-cb93-4661-8a8e-c5d384ffda8d · outbound

This paper cites TRAIL: Topology Authentication in RPL.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries TRAIL: Topology Authentication in RPL

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-06T00:39:27.162431Z

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 3b8761d1-6882-4b9d-98f1-78a154d640c9 · outbound

This paper cites Reputation propagation and updating in mobile ad hoc networks with byzantine failures,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Reputation propagation and updating in mobile ad hoc networks with byzantine failures,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:28.822078Z

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 8c816f45-b021-4157-8810-3a6fa663dea1 · outbound

This paper cites Privacy- preserving byzantine-robust federated learning via blockchain systems,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Privacy- preserving byzantine-robust federated learning via blockchain systems,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:28.628017Z

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 1d3f0565-7e38-4c78-a2a3-faf8ba176d64 · outbound

This paper cites SketchGuard: Scaling Byzantine-Robust Decentralized Federated Learning via Sketch-Based Screening.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries SketchGuard: Scaling Byzantine-Robust Decentralized Federated Learning via Sketch-Based Screening

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T00:39:26.251860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64f1a7e3-bdf1-4066-9cb6-f75626516061 · outbound

This paper cites Fully-Distributed Construction of Byzantine-Resilient Dynamic Peer-to-Peer Networks.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Fully-Distributed Construction of Byzantine-Resilient Dynamic Peer-to-Peer Networks

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-06T00:39:26.995446Z

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 7f42ac65-cbf5-4dcf-bc5d-fb5de3e075c6 · outbound

This paper cites Byzantine-resilient decentralized stochas- tic optimization with robust aggregation rules,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Byzantine-resilient decentralized stochas- tic optimization with robust aggregation rules,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:28.397125Z

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 de1b5d0f-890b-470b-8915-54302cb56f68 · outbound

This paper cites Ma- chine learning with adversaries: Byzantine tolerant gradient descent,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Ma- chine learning with adversaries: Byzantine tolerant gradient descent,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:28.076166Z

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 a97161d3-95b5-48e0-8124-03303e742ac5 · outbound

This paper cites A public domain dataset for human activity recognition using smartphones,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries A public domain dataset for human activity recognition using smartphones,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:27.857911Z

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 7fb1c42c-855e-4c85-8716-9285e0da139d · outbound

This paper cites Introducing a new benchmarked dataset for activity monitoring,.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Introducing a new benchmarked dataset for activity monitoring,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:39:27.666390Z

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 22badb05-a547-480e-8ffa-cfe7861a5917 · outbound

This paper cites an unresolved cited work.

Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:39:27.354490Z

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

No inbound Pith citation observations are available.