Paper Citation Record · LEDGER

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance

As of 11 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2412.19979.

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

pith.paper-citation-record.v1
2412.19979 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:47:29.355797Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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 exact1
verified fuzzy24
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 880b5762-24bd-4423-a43f-d61225d4528b · outbound

This paper cites An iot based efficient fire supervision monitoring and alerting system,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance An iot based efficient fire supervision monitoring and alerting system,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.717543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 28ee57b4-5c0c-476f-b9d0-a6d06cf22f2e · outbound

This paper cites Real-time wsn based early flood detection and control monitoring system,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Real-time wsn based early flood detection and control monitoring system,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.707119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f2d581b1-d063-42e9-bc44-0fe5d7b06eca · outbound

This paper cites AI driven heterogeneous mec system with uav assistance for dynamic environment: Challenges and solutions,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance AI driven heterogeneous mec system with uav assistance for dynamic environment: Challenges and solutions,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.696596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9e6cac57-ff97-44b9-b455-ca35ef2adcf2 · outbound

This paper cites Efficient fire detection for uncertain surveillance environment,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Efficient fire detection for uncertain surveillance environment,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.685377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7067931e-2826-480e-afae-0585a739223b · outbound

This paper cites Privacy-preserving efficient fire detection system for indoor surveillance,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Privacy-preserving efficient fire detection system for indoor surveillance,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.673653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7973dd1a-34e2-406c-8cd9-6cef9514168d · outbound

This paper cites Design of an iot approach for security surveillance system for industrial process monitoring using raspberry-pi,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Design of an iot approach for security surveillance system for industrial process monitoring using raspberry-pi,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.661987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b6adee15-cfca-4604-a128-86bc834cd4c5 · outbound

This paper cites A novel method for fire detection and alarming notifi- cation using iot technology,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance A novel method for fire detection and alarming notifi- cation using iot technology,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.651801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7177e663-21f2-470d-b69f-d51205726dbc · outbound

This paper cites Large ai model-based semantic communications,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Large ai model-based semantic communications,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.641505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bbd682ba-f090-4c97-8019-124d9c911d51 · outbound

This paper cites Privacy-preserved credit data sharing integrating blockchain and federated learning for industrial 4.0,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Privacy-preserved credit data sharing integrating blockchain and federated learning for industrial 4.0,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.631059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 56942b2e-c83c-4ece-8c51-576538087964 · outbound

This paper cites Natural disaster monitoring with wireless sensor networks: A case study of data- intensive applications upon low-cost scalable systems,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Natural disaster monitoring with wireless sensor networks: A case study of data- intensive applications upon low-cost scalable systems,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.620476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 382fceeb-a251-494b-aaeb-d7eb726a2107 · outbound

This paper cites Federated learning,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Federated learning,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T23:47:29.273160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5de7283-3d42-4666-91f9-a06a015b6916 · outbound

This paper cites The need for uncertainty quantification in machine-assisted medical decision making,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance The need for uncertainty quantification in machine-assisted medical decision making,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T23:47:29.276982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08d1b54c-1a28-4284-a14f-25c918e2282e · outbound

This paper cites Transformer-empowered 6G intelligent networks: From massive mimo processing to semantic communication,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Transformer-empowered 6G intelligent networks: From massive mimo processing to semantic communication,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.597378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e8f1373f-0bed-4d9d-8741-3c502a0ffdfe · outbound

This paper cites End-to-end fast training of com- munication links without a channel model via online meta-learning,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance End-to-end fast training of com- munication links without a channel model via online meta-learning,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.586647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3ad067c9-894c-405c-9eca-59c2827a9f88 · outbound

This paper cites Deep progressive reinforcement learning-based flexible resource scheduling framework for irs and uav-assisted mec system,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Deep progressive reinforcement learning-based flexible resource scheduling framework for irs and uav-assisted mec system,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.575442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a116b34e-5a9e-4683-a643-2507ba0325cc · outbound

This paper cites Beyond transmitting bits: Context, semantics, and task-oriented communications,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Beyond transmitting bits: Context, semantics, and task-oriented communications,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T23:47:29.292655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e37ef165-e29c-45b4-bde3-93760d34930e · outbound

This paper cites Low-latency federated learning over wireless channels with differential privacy,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Low-latency federated learning over wireless channels with differential privacy,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.559276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bca062c1-89dc-4e2e-9583-362b1dfd8ea1 · outbound

This paper cites Hierarchical federated learning with social context clustering-based participant selection for internet of medical things applications,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Hierarchical federated learning with social context clustering-based participant selection for internet of medical things applications,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.548549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8fb442ef-9770-45b1-ba3c-efbfcd7b644d · outbound

This paper cites Analysis of k-means and k-medoids algorithm for big data,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Analysis of k-means and k-medoids algorithm for big data,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.537068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f94c32da-40c8-43ee-9855-86667620d862 · outbound

This paper cites Overcoming Forgetting in Federated Learning on Non-IID Data.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Overcoming Forgetting in Federated Learning on Non-IID Data

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T23:47:29.307356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d3b953b-363a-4ccb-b2ae-a78ea9eafdfe · outbound

This paper cites Semifreddonets: Partially frozen neural networks for effi- cient computer vision systems,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Semifreddonets: Partially frozen neural networks for effi- cient computer vision systems,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.525428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 11f7e617-9e79-4c87-bcc2-3b35e5458cd9 · outbound

This paper cites Digital twin enhanced federated reinforcement learning with lightweight knowledge distillation in mobile networks,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Digital twin enhanced federated reinforcement learning with lightweight knowledge distillation in mobile networks,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.514755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3f203d67-58c5-40d1-8948-3e3c8f72420c · outbound

This paper cites Trustworthy AI: A Computational Perspective.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Trustworthy AI: A Computational Perspective

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:47:29.405989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a7cec0fa-a226-4809-ae05-b35501eea919 · outbound

This paper cites Grad-CAM: Why did you say that?.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Grad-CAM: Why did you say that?

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T23:47:29.324725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5d1c832-1859-45c3-a20e-e5f635f0494f · outbound

This paper cites Reluplex made more practical: Leaky relu,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Reluplex made more practical: Leaky relu,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.504311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4f3f2abb-2a24-4624-a7f7-de36c628f08c · outbound

This paper cites Communication-efficient federated learning via knowledge distillation,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Communication-efficient federated learning via knowledge distillation,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.492690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2af24197-dba4-49a9-9365-3f3804aeff10 · outbound

This paper cites A comparative study on disaster detection from social media images using deep learning,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance A comparative study on disaster detection from social media images using deep learning,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.480196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 73ded812-e7da-4fa9-ba4e-d263a14ba045 · outbound

This paper cites Robust and communication-efficient federated learning from non-iid data,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Robust and communication-efficient federated learning from non-iid data,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T23:47:29.340803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ea284a6-7e21-487d-b7a2-95b3b92ae811 · outbound

This paper cites Ternary compression for communication-efficient federated learning,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Ternary compression for communication-efficient federated learning,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.459311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3c178954-9eb0-4a31-a694-c17eb1862f08 · outbound

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

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Fedpaq: A communication-efficient federated learning method with periodic averaging and quantization,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T23:47:29.348551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99312939-af5d-46f4-ae62-2894f39ba4e1 · outbound

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

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance A joint learning and communications framework for federated learning over wireless networks,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.441321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cf8e9469-567f-4fae-826c-ece10127d940 · outbound

This paper cites Large-group failure mode and effects analysis for risk management of angle grinders in the construction industry,.

Explainable Semantic Federated Learning Enabled Industrial Edge Network for Fire Surveillance Large-group failure mode and effects analysis for risk management of angle grinders in the construction industry,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:47:29.430223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.