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Paper Citation Record · LEDGER

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things

As of 16 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2512.20627.

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

pith.paper-citation-record.v1
2512.20627 v2

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T19:40:47.113747Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

45 of 45 outbound references displayed

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Outbound references

Observation 02935d09-7c88-4b59-a57f-74c25c80aacf · outbound

This paper cites Industrial internet of things intelligence empowering smart manufacturing: A literature review,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Industrial internet of things intelligence empowering smart manufacturing: A literature review,

Reference 1

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Observation fa2b52b6-5bd2-4f6a-b5f8-9a9fb0f7bd07 · outbound

This paper cites Industrial internet of things: Requirements, architecture, challenges, and future research directions,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Industrial internet of things: Requirements, architecture, challenges, and future research directions,

Reference 2

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Observation 6fce756f-1114-4b80-8db5-b52f58338ede · outbound

This paper cites Intent-based networking: Current advances, open challenges, and future directions,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Intent-based networking: Current advances, open challenges, and future directions,

Reference 3

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Observation d400b32f-ebac-4274-a8ae-4081ddb7c3de · outbound

This paper cites A survey on intent-based networking,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things A survey on intent-based networking,

Reference 4

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Observation fad3b1b2-5d6a-4aff-a48b-7d78717d0c9d · outbound

This paper cites Intent-based approaches for industry 4.0 applications: A systematic mapping study,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Intent-based approaches for industry 4.0 applications: A systematic mapping study,

Reference 5

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source=pdf_text observed=2026-08-03T19:40:41.808810Z digest=sha256:fc7652a924a281de6e8361231e84a29dcf76542614787a29afea682fbdd8623a

Observation 9e652fc7-196d-49c0-a560-17c92790bb72 · outbound

This paper cites Full-life cycle intent-driven network verification: Challenges and approaches,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Full-life cycle intent-driven network verification: Challenges and approaches,

Reference 7

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Observation a53673c7-f2b5-4dbc-a2e7-79a4f46d94ff · outbound

This paper cites Network copilot: Intent-driven network configuration updating for service guarantee,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Network copilot: Intent-driven network configuration updating for service guarantee,

Reference 8

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source=pdf_text observed=2026-08-03T19:40:42.042856Z digest=sha256:d8af34b0b300115b1f5e5b640f014c5f506d709fa7cce309609294e95f891499

Observation d063dd0b-cdda-423d-9e70-a770ab5f0c95 · outbound

This paper cites In-context retrieval-augmented language mod- els,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things In-context retrieval-augmented language mod- els,

Reference 9

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Observation 531f75a7-de42-4cbf-ac77-6088f8b6ade4 · outbound

This paper cites Following the compass: Llm-empowered intent translation with manual guidance,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Following the compass: Llm-empowered intent translation with manual guidance,

Reference 10

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Observation 29797023-387a-4e2e-8124-24668fa34d1b · outbound

This paper cites Human-centred ai in industry 5.0: a systematic review,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Human-centred ai in industry 5.0: a systematic review,

Reference 11

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Observation 8e9a516f-22a1-46fc-b89e-5477917428d5 · outbound

This paper cites Intent-driven secure system design: Methodology and implementation,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Intent-driven secure system design: Methodology and implementation,

Reference 12

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Observation 442efdcf-68c4-48c7-b2c3-686efa3400bc · outbound

This paper cites A survey on security and cryptographic perspective of industrial-internet-of-things,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things A survey on security and cryptographic perspective of industrial-internet-of-things,

Reference 13

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source=pdf_text observed=2026-08-03T19:40:42.273919Z digest=sha256:73692aa83c4f2d9fbef458f79ae51bce11773ff38d1ff02441a44998cb91e647

Observation b95a6fec-bdb3-4a7d-be3c-c52be6e8b7ac · outbound

This paper cites Federated Learning: Strategies for Improving Communication Efficiency.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Federated Learning: Strategies for Improving Communication Efficiency

Reference 14

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source=pdf_text observed=2026-08-03T19:40:42.289864Z digest=sha256:b55e339199c742f21dd492fd2d7f3919d2dab2dd3099611a2e3d01baed79bb5b

Observation 21a5f0ba-0cb0-481b-8ff6-235c36426b8d · outbound

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

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Communication-efficient learning of deep networks from decentralized data,

Reference 15

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Observation a2228969-934b-40a9-a8b6-125f8b6281ba · outbound

This paper cites Decentralized federated learning: A survey and perspective,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Decentralized federated learning: A survey and perspective,

Reference 16

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source=pdf_text observed=2026-08-03T19:40:42.566491Z digest=sha256:992262c503670635532268570e736a0a3c5aeab27b9c1219a8dcdf7bc1f1a56a

Observation 304852db-7b6f-47c6-8dbf-ab2adf77c477 · outbound

This paper cites Convergence analysis of sequential federated learning on heterogeneous data,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Convergence analysis of sequential federated learning on heterogeneous data,

Reference 17

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Observation 82925ffb-c80c-4b91-bb6e-7055a583a534 · outbound

This paper cites Every parameter matters: Ensuring the convergence of federated learning with dynamic heterogeneous models reduction,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Every parameter matters: Ensuring the convergence of federated learning with dynamic heterogeneous models reduction,

Reference 18

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Observation cfa99a2b-4cdf-4687-82cd-487a3c750b3b · outbound

This paper cites Fedasmu: Efficient asynchronous federated learning with dynamic staleness-aware model update,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Fedasmu: Efficient asynchronous federated learning with dynamic staleness-aware model update,

Reference 19

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Observation 388be0d6-c272-4326-9722-a56a34f08af3 · outbound

This paper cites Enhancing network management using code generated by large language models,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Enhancing network management using code generated by large language models,

Reference 20

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Observation 320425b9-a492-443d-85e5-41137348a27f · outbound

This paper cites Prosper: Extracting protocol specifica- tions using large language models,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Prosper: Extracting protocol specifica- tions using large language models,

Reference 21

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Observation 0bf1ba8e-9e30-4b10-badb-c71a1e19fa55 · outbound

This paper cites Intent-based networking and its application to optical networks,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Intent-based networking and its application to optical networks,

Reference 22

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Observation 7fd3d1fb-7a86-41f9-991b-c530e32f775c · outbound

This paper cites An adaptive asynchronous federated learning framework for heterogeneous internet of things,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things An adaptive asynchronous federated learning framework for heterogeneous internet of things,

Reference 23

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Observation 22498f19-118b-4bf2-b2c5-c0c9e614a283 · outbound

This paper cites An ai-driven intent-based network architecture,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things An ai-driven intent-based network architecture,

Reference 24

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Observation 9b0a3602-e247-48ab-ac6a-9e57c205f35a · outbound

This paper cites Towards intent-based network management: Large language models for intent extraction in 5g core networks,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Towards intent-based network management: Large language models for intent extraction in 5g core networks,

Reference 25

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Observation 14bb8829-fc83-4d4b-ab32-d0e62126463f · outbound

This paper cites Intent assurance using llms guided by intent drift,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Intent assurance using llms guided by intent drift,

Reference 26

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Observation 78b5536a-c0b1-4290-8f84-f4941356e66d · outbound

This paper cites Agentic ai for intent-based industrial automation,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Agentic ai for intent-based industrial automation,

Reference 27

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Observation faf19de1-ca2a-47d9-818a-632bce20de8a · outbound

This paper cites Confidence-based similarity- aware personalized federated learning for autonomous iot,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Confidence-based similarity- aware personalized federated learning for autonomous iot,

Reference 28

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Observation 68cda85d-2af9-4358-a9e1-c5fe0cc95330 · outbound

This paper cites Loci: Federated continual learning of heterogeneous tasks at edge,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Loci: Federated continual learning of heterogeneous tasks at edge,

Reference 29

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Observation e9cec2ea-8cdd-4d85-b5f8-add7b54d8bea · outbound

This paper cites Pfedsa: Personalized federated multi-task learning via similarity awareness,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Pfedsa: Personalized federated multi-task learning via similarity awareness,

Reference 30

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Observation 4f59afb0-f4f2-4837-b93d-f2011c94d460 · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Bert: Pre-training of deep bidirectional transformers for language understanding,

Reference 31

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Observation 38584fb4-11d8-464b-8995-37f800127c97 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representations,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things wav2vec 2.0: A framework for self-supervised learning of speech representations,

Reference 32

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Observation e0dfd05f-bd96-454a-be54-5e9f50f6b4f4 · outbound

This paper cites Deep residual neural-network-based robot joint fault diagnosis method,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Deep residual neural-network-based robot joint fault diagnosis method,

Reference 33

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Observation 10040b90-98bb-418a-951e-1af80d855baf · outbound

This paper cites Gpt-5 and open-weight large language models: Advances in reasoning, transparency, and control,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Gpt-5 and open-weight large language models: Advances in reasoning, transparency, and control,

Reference 34

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Observation 023bbe9d-9698-4532-b4c1-1a040e563501 · outbound

This paper cites DeepSeek-V3 Technical Report.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things DeepSeek-V3 Technical Report

Reference 35

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Observation bd98d30f-1821-455c-b235-ce0ec3983871 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 36

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Observation f24f4362-e07a-4c9e-9554-e8d391575b79 · outbound

This paper cites A survey on kernel-based multi-task learning,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things A survey on kernel-based multi-task learning,

Reference 37

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Observation d81abe67-a793-45f9-87f6-36bdf73e1939 · outbound

This paper cites Federated optimization in heterogeneous networks,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Federated optimization in heterogeneous networks,

Reference 38

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source=pdf_text observed=2026-08-03T19:40:45.999644Z digest=sha256:dcd0800a631ded35057c323eec4507cad1a78ace33f95c325c8b391ab30f2acb

Observation 65c6489c-5653-4b69-8e75-c19dcc7280b7 · outbound

This paper cites Federated machine learning: Concept and applications,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Federated machine learning: Concept and applications,

Reference 39

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source=pdf_text observed=2026-08-03T19:40:46.147508Z digest=sha256:72172765d50eeb2254ed4afdcd616f2cd03912df8755516aad38e4622952adbe

Observation ed8a1be5-c9d7-4ff6-8968-931545233dcc · outbound

This paper cites Asynchronous Federated Optimization.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Asynchronous Federated Optimization

Reference 40

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source=pdf_text observed=2026-08-03T19:40:46.282571Z digest=sha256:edb00c3c56cdfc5306d9ba7732d42f4c9cf1ba71be956576b5ed7d425681381c

Observation 4d5c4872-fe68-4936-9c23-37a069eeabe8 · outbound

This paper cites Edge-iiotset: A new comprehensive realistic cyber security dataset of iot and iiot applications for centralized and federated learning,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Edge-iiotset: A new comprehensive realistic cyber security dataset of iot and iiot applications for centralized and federated learning,

Reference 41

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source=pdf_text observed=2026-08-03T19:40:46.425566Z digest=sha256:6713442b417f64c479e13877e7500b7abae40a22808c421b8adcd4e295a5560c

Observation 88ef9f77-3fc3-4524-a297-c390ebf42b19 · outbound

This paper cites Communication-Efficient Learning of Deep Networks from Decentralized Data,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Communication-Efficient Learning of Deep Networks from Decentralized Data,

Reference 42

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source=pdf_text observed=2026-08-03T19:40:46.509457Z digest=sha256:45b2dda9eba07ccf4cdb7b13b50b4c863a1e675084aa5e517ab7fa313a99cdb5

Observation eb6adda5-a327-4985-a111-dc4a232dca22 · outbound

This paper cites Safa: A semi- asynchronous protocol for fast federated learning with low overhead,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Safa: A semi- asynchronous protocol for fast federated learning with low overhead,

Reference 43

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source=pdf_text observed=2026-08-03T19:40:46.635736Z digest=sha256:d562600f853557a6a73f66aa4c618dfc22e40cbb0a71d5c0ded56801fe2a3d9e

Observation 75092a2a-662d-4c88-af95-53e8d3fe0703 · outbound

This paper cites A review of federated learning methods in heterogeneous scenarios,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things A review of federated learning methods in heterogeneous scenarios,

Reference 44

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source=pdf_text observed=2026-08-03T19:40:46.703857Z digest=sha256:e30c2391af8dea51cc7941c5a78ab35ada79e97f3f8afc5c031732447fb9b7c3

Observation 8281a1e0-e377-4475-912b-8bba448985ff · outbound

This paper cites Scheduling and aggregation design for asynchronous federated learning over wireless networks,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Scheduling and aggregation design for asynchronous federated learning over wireless networks,

Reference 45

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source=pdf_text observed=2026-08-03T19:40:46.926730Z digest=sha256:e82875f86dde8eaf1daae769230c8bfaf65183a4085fc4ce44375b84953a4600

Observation 68ae5760-89ff-47d8-8987-d5946843982d · outbound

This paper cites Fedsa: A staleness-aware asynchronous federated learning algorithm with non-iid data,.

Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things Fedsa: A staleness-aware asynchronous federated learning algorithm with non-iid data,

Reference 46

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source=pdf_text observed=2026-08-03T19:40:47.113747Z digest=sha256:a4ffb4a61fcf710caa8e5da98ea38711a6541f24beed0c0f581698ce56fecebe

Pith citing papers

No inbound Pith citation observations are available.