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Paper Citation Record · LEDGER

Towards the efficacy of federated prediction for epidemics on networks

As of 23 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2412.02161.

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

pith.paper-citation-record.v1
2412.02161 v1

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:51:03.297553Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

61 of 61 outbound references displayed

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  • verified fuzzy52
  • unresolved5
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3f74e03f-99e3-45d6-aefe-676ade5d649f · outbound

This paper cites Essai d’une nouvelle analyse de la mortalit´ e caus´ ee par la petite v´ erole, et des avantages de l’inoculation pour la pr´ evenir,.

Towards the efficacy of federated prediction for epidemics on networks Essai d’une nouvelle analyse de la mortalit´ e caus´ ee par la petite v´ erole, et des avantages de l’inoculation pour la pr´ evenir,

Reference 1

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Observation 76edd2b7-e6ea-423b-b39e-b804cfa471af · outbound

This paper cites Epidemic processes in complex networks,.

Towards the efficacy of federated prediction for epidemics on networks Epidemic processes in complex networks,

Reference 2

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation d320c648-e73b-4afa-944b-4a6965f93627 · outbound

This paper cites Mitigation of cascading failures in complex networks,.

Towards the efficacy of federated prediction for epidemics on networks Mitigation of cascading failures in complex networks,

Reference 3

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verified fuzzy
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Source-reported events for the cited work

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Observation dace284f-2b6e-45bc-a77b-ddca81456891 · outbound

This paper cites The spread of true and false news online,.

Towards the efficacy of federated prediction for epidemics on networks The spread of true and false news online,

Reference 4

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 47e7e6a4-c6c1-4ad2-84f9-59bc2883ef14 · outbound

This paper cites Prediction of covid-19 corona virus pandemic based on time series data using support vector machine,.

Towards the efficacy of federated prediction for epidemics on networks Prediction of covid-19 corona virus pandemic based on time series data using support vector machine,

Reference 5

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 1630ff38-a6ec-4dbd-97f3-4380937e1d72 · outbound

This paper cites Optimal induced spreading of SIS epidemics in networks,.

Towards the efficacy of federated prediction for epidemics on networks Optimal induced spreading of SIS epidemics in networks,

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 39885d54-ee99-4fb0-9e42-5a0aebecf52f · outbound

This paper cites A review on the long short-term memory model,.

Towards the efficacy of federated prediction for epidemics on networks A review on the long short-term memory model,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.956924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 40b6bb22-12e9-42a8-a92b-f55f1d9553d0 · outbound

This paper cites A comprehensive survey on graph neural networks,.

Towards the efficacy of federated prediction for epidemics on networks A comprehensive survey on graph neural networks,

Reference 8

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 588e846f-3696-4dd4-aa02-568b7c6dc7f6 · outbound

This paper cites Tgcn: Tag graph convo- lutional network for tag-aware recommendation,.

Towards the efficacy of federated prediction for epidemics on networks Tgcn: Tag graph convo- lutional network for tag-aware recommendation,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.933881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 95e3b75e-9fa4-43fa-b852-c4b07e3dbf26 · outbound

This paper cites Spatial-temporal fusion graph neural networks for traffic flow forecasting,.

Towards the efficacy of federated prediction for epidemics on networks Spatial-temporal fusion graph neural networks for traffic flow forecasting,

Reference 10

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unresolved
no resolver link, observed 2026-08-11T23:51:03.104867Z

Source-reported events for the cited work

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Observation aa8818e2-99ee-461a-920c-88fa22f18871 · outbound

This paper cites Drug discovery with explainable artificial intel- ligence,.

Towards the efficacy of federated prediction for epidemics on networks Drug discovery with explainable artificial intel- ligence,

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation ee11c94e-2060-4920-8742-a907f2da6f62 · outbound

This paper cites Federated Optimization: Distributed Machine Learning for On-Device Intelligence.

Towards the efficacy of federated prediction for epidemics on networks Federated Optimization: Distributed Machine Learning for On-Device Intelligence

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:03.113868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3337eb7c-7db3-4dd9-a3a6-4ea17010a34b · outbound

This paper cites Federated learning-based private medical knowledge graph for epidemic surveillance in internet of things,.

Towards the efficacy of federated prediction for epidemics on networks Federated learning-based private medical knowledge graph for epidemic surveillance in internet of things,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.903728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 4a30fcfd-f0d1-46eb-a45f-3698b1f6c8a2 · outbound

This paper cites Iomt: A covid-19 healthcare system driven by federated learning and blockchain,.

Towards the efficacy of federated prediction for epidemics on networks Iomt: A covid-19 healthcare system driven by federated learning and blockchain,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.892900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 08c450bd-517a-4222-b6ab-eafdd4d278c8 · outbound

This paper cites Privacy-preserving individual-level covid- 19 infection prediction via federated graph learning,.

Towards the efficacy of federated prediction for epidemics on networks Privacy-preserving individual-level covid- 19 infection prediction via federated graph learning,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.882104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 020f8e8a-41a0-48a9-bfd9-538b2a466d8f · outbound

This paper cites Analysis of mobility based covid-19 epidemic model using federated multitask learning,.

Towards the efficacy of federated prediction for epidemics on networks Analysis of mobility based covid-19 epidemic model using federated multitask learning,

Reference 16

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 91cb9f0b-0ba9-475e-abf2-96331dc703ab · outbound

This paper cites Stgat: Modeling spatial-temporal interactions for human trajectory prediction,.

Towards the efficacy of federated prediction for epidemics on networks Stgat: Modeling spatial-temporal interactions for human trajectory prediction,

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation ee74ded7-f198-4fb5-8727-4b95e83bca4c · outbound

This paper cites an unresolved cited work.

Towards the efficacy of federated prediction for epidemics on networks Unresolved cited work

Reference 18

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unresolved
raw_fallback, observed 2026-08-11T23:51:03.849410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 57420700-faaf-46b7-889d-62b4562964c3 · outbound

This paper cites Epidemic dynamics and endemic states in complex net- works,.

Towards the efficacy of federated prediction for epidemics on networks Epidemic dynamics and endemic states in complex net- works,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.838883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 68dd1efc-826f-4a15-9bc2-12c511064d01 · outbound

This paper cites Van Mieghem, Performance analysis of complex networks and systems.

Towards the efficacy of federated prediction for epidemics on networks Van Mieghem, Performance analysis of complex networks and systems

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.827853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 73ba62c4-b441-4e5d-9b80-7a614aa12cb0 · outbound

This paper cites Thresholds for epidemic spreading in networks,.

Towards the efficacy of federated prediction for epidemics on networks Thresholds for epidemic spreading in networks,

Reference 21

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 386361cb-0188-4410-a168-150ed3f2bafa · outbound

This paper cites Non-Markovian infection spread dramatically alters the susceptible-infected-susceptible epidemic threshold in networks,.

Towards the efficacy of federated prediction for epidemics on networks Non-Markovian infection spread dramatically alters the susceptible-infected-susceptible epidemic threshold in networks,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.804889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation ffa20c26-b8b8-4f5f-9b1a-a7f4ba28bdf0 · outbound

This paper cites Virus spread in networks,.

Towards the efficacy of federated prediction for epidemics on networks Virus spread in networks,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.793657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation d6f8259a-311c-42fa-9e01-9af221c126c5 · outbound

This paper cites The spreading time in SIS epidemics on networks,.

Towards the efficacy of federated prediction for epidemics on networks The spreading time in SIS epidemics on networks,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.780878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation f999a9fb-0194-42d6-991c-7fee22bd8796 · outbound

This paper cites An SIR VS epidemic model with pulse vaccination strategy,.

Towards the efficacy of federated prediction for epidemics on networks An SIR VS epidemic model with pulse vaccination strategy,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.767391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 8ff2fd47-66c2-42a5-a0ef-cb2054735079 · outbound

This paper cites Critical behavior of the sis epidemic model with time- dependent infection rate,.

Towards the efficacy of federated prediction for epidemics on networks Critical behavior of the sis epidemic model with time- dependent infection rate,

Reference 26

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation cfec32f7-81f8-406a-bd2b-3d44ed4383f8 · outbound

This paper cites Group-based general epidemic modeling for spreading processes on networks: Groupgem,.

Towards the efficacy of federated prediction for epidemics on networks Group-based general epidemic modeling for spreading processes on networks: Groupgem,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.743577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation c5418f08-8a9c-493c-b073-0909fb3552a0 · outbound

This paper cites Epidemic outbreaks in networks with equitable or almost-equitable partitions,.

Towards the efficacy of federated prediction for epidemics on networks Epidemic outbreaks in networks with equitable or almost-equitable partitions,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.730783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 00a4bd53-f6fa-4826-815b-197f9ac0e6aa · outbound

This paper cites Epidemic diffusion network of spain: A mobility model to characterize the transmission routes of disease,.

Towards the efficacy of federated prediction for epidemics on networks Epidemic diffusion network of spain: A mobility model to characterize the transmission routes of disease,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.718899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation f62e51f4-fa56-45d1-a502-f7361d7171aa · outbound

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

Towards the efficacy of federated prediction for epidemics on networks Communication-efficient learning of deep networks from decentralized data,

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:03.181382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:03.181382Z digest=sha256:ffabfa46dfa360261f422a455fc61c12324b8480df41ed772bbf4ede9821ff42

Observation 0a714b0f-728a-4aa4-a8e3-50ed53add7fd · outbound

This paper cites Federated optimization in heterogeneous networks,.

Towards the efficacy of federated prediction for epidemics on networks Federated optimization in heterogeneous networks,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.698311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation ea694f73-f3e9-442c-9092-5ddac88b88a6 · outbound

This paper cites Human mobility and the global spread of infectious diseases: a focus on air travel,.

Towards the efficacy of federated prediction for epidemics on networks Human mobility and the global spread of infectious diseases: a focus on air travel,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.687164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.188542Z digest=sha256:7cce6dbae6374e8202c746692e759852bdeff133a9c28d88f15be8beb159b4f5

Observation 457339f9-a3c6-4719-8947-a7bd608a3e5c · outbound

This paper cites The influence of passenger air traffic on the spread of covid-19 in the world,.

Towards the efficacy of federated prediction for epidemics on networks The influence of passenger air traffic on the spread of covid-19 in the world,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.676775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.192152Z digest=sha256:17640eaa35493572656df19343c7f8ce39de6b6919d811360b39f1478f02c50f

Observation 4226ce0f-9d9e-40d8-bb70-7b7c8e1549ed · outbound

This paper cites Algebraic connectivity of graphs,.

Towards the efficacy of federated prediction for epidemics on networks Algebraic connectivity of graphs,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.666130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.195664Z digest=sha256:190f5604d8fa843a5f9bc301a0be7799898087d36b75cf7bb4f4bfb75454a9d0

Observation 689124ea-d351-4279-b2e1-a6a617e89efa · outbound

This paper cites An efficient heuristic procedure for partitioning graphs,.

Towards the efficacy of federated prediction for epidemics on networks An efficient heuristic procedure for partitioning graphs,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.654879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.199362Z digest=sha256:48540efb28687f1a8d75d7c43fcf52eb2f8344f4ed02d7c97466bcd89d08b6ce

Observation 05d4bb99-38f5-4c7a-9e81-34c4fa0b924c · outbound

This paper cites Localization and spreading of diseases in complex networks,.

Towards the efficacy of federated prediction for epidemics on networks Localization and spreading of diseases in complex networks,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.643834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.203279Z digest=sha256:8335665bc9d0ba99e15772f882e9b44fa8dbde91e30807146efd8c1825113e8b

Observation 9c496710-de23-49ee-832e-2433f5ae0234 · outbound

This paper cites Analysis, prediction, and control of epidemics: A survey from scalar to dynamic network models,.

Towards the efficacy of federated prediction for epidemics on networks Analysis, prediction, and control of epidemics: A survey from scalar to dynamic network models,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.632714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.206907Z digest=sha256:7782fab4dbae6b6fe4bf66e46c962c65a53dd9ef07cdcc1f751565ed356ee461

Observation 3db077ec-4bba-4553-82af-99cea9f4cae3 · outbound

This paper cites A systematic literature review of time series methods applied to epidemic prediction,.

Towards the efficacy of federated prediction for epidemics on networks A systematic literature review of time series methods applied to epidemic prediction,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.621636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.210304Z digest=sha256:b685e18415ce40ba7981b3a55088933f3ec7d375a4724482fe489fd77bf5ee8d

Observation 3f31c3be-be06-4e25-8a46-5136e9f4dbca · outbound

This paper cites Epidemic prediction algorithm based on deep learning and epi- demic dynamics,.

Towards the efficacy of federated prediction for epidemics on networks Epidemic prediction algorithm based on deep learning and epi- demic dynamics,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.610809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.213990Z digest=sha256:53322388f6e8d1df1e086f8ff427a5e81e1bcff56a0af012ba1c7fb62e3cf5be

Observation 952f2236-dafa-40f0-b544-76da176e19b0 · outbound

This paper cites Predictions for covid-19 with deep learning models of lstm, gru and bi-lstm,.

Towards the efficacy of federated prediction for epidemics on networks Predictions for covid-19 with deep learning models of lstm, gru and bi-lstm,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.599333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.217776Z digest=sha256:e4dcfacb069e3c6583bc8113d9b9f22cdacce8f3a5955443b3d75c41b7bd9a8a

Observation bed1ddb4-bfc9-4b76-80a8-646b1d3f8ad0 · outbound

This paper cites Interaction-temporal gcn: a hybrid deep framework for covid-19 pandemic analysis,.

Towards the efficacy of federated prediction for epidemics on networks Interaction-temporal gcn: a hybrid deep framework for covid-19 pandemic analysis,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.588698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.221136Z digest=sha256:61c307f4766807c535c4c2d4d82d62e65e6b2e67f0065d0cc523a535af2ad3c5

Observation 0b9e71e9-5ff2-479e-b0d0-72d00b349db9 · outbound

This paper cites Stan: spatio-temporal attention network for pandemic prediction using real-world evidence,.

Towards the efficacy of federated prediction for epidemics on networks Stan: spatio-temporal attention network for pandemic prediction using real-world evidence,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.577058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.224779Z digest=sha256:af4d8a51e1b3ad3c36f122c0c067f591c0064306820f2dbeb927a27ea78e09c3

Observation 98bc12a8-2ff4-4fac-973b-b0dc3f068e67 · outbound

This paper cites A review of graph neural networks in epidemic modeling,.

Towards the efficacy of federated prediction for epidemics on networks A review of graph neural networks in epidemic modeling,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.565969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.228318Z digest=sha256:24f3cc31d37cb86ed39a0bf5bd8bca10dfbabdf7ceb548ab65acd4a4c07cae30

Observation c0092ec3-49cf-4130-95fd-7e452e5d6f42 · outbound

This paper cites Why is it difficult to accurately predict the covid-19 epidemic?.

Towards the efficacy of federated prediction for epidemics on networks Why is it difficult to accurately predict the covid-19 epidemic?

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.555339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.232246Z digest=sha256:62c13cf89048fbb29e1e736f95e7904446558c7124cbd6589a87f5885c69bbb3

Observation f66a227c-4219-428f-bc2f-c3ad4c985a82 · outbound

This paper cites Real-time epidemic forecasting: challenges and opportunities,.

Towards the efficacy of federated prediction for epidemics on networks Real-time epidemic forecasting: challenges and opportunities,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.544302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.236098Z digest=sha256:7785bca0bba60f4fdd2e4e7525a12c37a8de81cd0d421040d7b93918629ac471

Observation 053cd04f-0fa6-4ec6-a126-66786a3b944f · outbound

This paper cites On the uncertainty of real-time predictions of epidemic growths: A covid-19 case study for china and italy,.

Towards the efficacy of federated prediction for epidemics on networks On the uncertainty of real-time predictions of epidemic growths: A covid-19 case study for china and italy,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.533939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.241157Z digest=sha256:a906dcf35c4b05307755208fc984120a6fd3838bb67c96027339ffc7f00ff8f8

Observation 411a4556-2c26-4c51-a5a6-8171885005d7 · outbound

This paper cites Big data analytics for epidemic forecasting: Policy frameworks and technical approaches,.

Towards the efficacy of federated prediction for epidemics on networks Big data analytics for epidemic forecasting: Policy frameworks and technical approaches,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.522743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.244703Z digest=sha256:83539cb2aacc17d9b633d47e66a4160d77d91d7ee0fc4734ae82fb203bffed83

Observation 4c46fba9-8778-4785-b4d9-5098a0842d90 · outbound

This paper cites A review of applications in federated learning,.

Towards the efficacy of federated prediction for epidemics on networks A review of applications in federated learning,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.511137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.248343Z digest=sha256:332bfd396aceea85c3d23263a5307480a94f60e5a7483151a3cd13bcd97a6bef

Observation dd04621e-fe13-4eb0-9d78-da072e4db82c · outbound

This paper cites Privacy preserving time-series forecasting of user health data streams,.

Towards the efficacy of federated prediction for epidemics on networks Privacy preserving time-series forecasting of user health data streams,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.500313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.251804Z digest=sha256:c67fa1b34071e4c034ca72dbdbe57aa00d7c1c2326d241b00b94ab9dadbb3e89

Observation daa407a0-5aed-4258-8cce-ccb7505a4464 · outbound

This paper cites Leveraging asynchronous federated learning to predict customers financial distress,.

Towards the efficacy of federated prediction for epidemics on networks Leveraging asynchronous federated learning to predict customers financial distress,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.489004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.255449Z digest=sha256:ccb61f8b09819a7d6827878c15abea271a3f03cc55760bf1cfcd8bdc5d0ae95e

Observation 4f2ab524-e0ae-42d9-87a5-35da06d7ced7 · outbound

This paper cites Deep anomaly detection for time-series data in industrial iot: A communication-efficient on-device federated learning approach,.

Towards the efficacy of federated prediction for epidemics on networks Deep anomaly detection for time-series data in industrial iot: A communication-efficient on-device federated learning approach,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.477772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.258962Z digest=sha256:8cba9e8e5e2b523bb722d1dba3554f2e522880ad7060fd71c598f733dfd1b15f

Observation b4453c5f-cb98-4d2b-a17a-6cb5c0adf31e · outbound

This paper cites Stochastic Controlled Averaging for Federated Learning with Communication Compression.

Towards the efficacy of federated prediction for epidemics on networks Stochastic Controlled Averaging for Federated Learning with Communication Compression

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-11T23:51:03.394910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.262682Z digest=sha256:c49eba7e97439cf298945defb7e58afe87e80900113e1b347c261c6e2e763c6c

Observation 362879ff-1cd1-4c2d-a5bb-33a31353db17 · outbound

This paper cites Retracted: Personalized federated learning framework for network traffic anomaly detection,.

Towards the efficacy of federated prediction for epidemics on networks Retracted: Personalized federated learning framework for network traffic anomaly detection,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.465729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.266473Z digest=sha256:b17679b54d98139967d0061e89c08d13ec15f41bad8d861b82f0df6195892034

Observation d65c00bf-6032-41e6-9ddb-a4e38b38bfff · outbound

This paper cites Multi-task federated learning-based system anomaly detection and multi-classification for microservices architecture,.

Towards the efficacy of federated prediction for epidemics on networks Multi-task federated learning-based system anomaly detection and multi-classification for microservices architecture,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.453070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.270678Z digest=sha256:b15634321f22dda1a8b736c22d5317ef169a8bb3eda0dbc87e2c21a7d4a3abf1

Observation 6270d24e-3f75-4a40-9c57-7db90eb9dd07 · outbound

This paper cites Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated Learning.

Towards the efficacy of federated prediction for epidemics on networks Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated Learning

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-11T23:51:03.274183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:51:03.274183Z digest=sha256:62bc481ee911e644547064a44b6ec872bc1be8dc94d47b1d69d4a1b6c4a593ac

Observation 24695b10-298d-4855-a645-1e354947c1d6 · outbound

This paper cites FLAME: Adaptive and Reactive Concept Drift Mitigation for Federated Learning Deployments.

Towards the efficacy of federated prediction for epidemics on networks FLAME: Adaptive and Reactive Concept Drift Mitigation for Federated Learning Deployments

Reference 56

Resolution
verified exact
local_arxiv, observed 2026-08-11T23:51:03.367457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.278147Z digest=sha256:37984cfcd4f31828b5c45038a564643da64552dff55e5033ef61df24f8d0d587

Observation d0f87fbf-9ce6-431a-8fea-fc202fa84033 · outbound

This paper cites Federated learning for heterogeneous electronic health records utilising augmented temporal graph attention networks,.

Towards the efficacy of federated prediction for epidemics on networks Federated learning for heterogeneous electronic health records utilising augmented temporal graph attention networks,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.441772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.282086Z digest=sha256:da167cd819a1863bf882beeb85d83174a1a5650829a321c14d98f7c687573a56

Observation 8d28b866-4ff8-406d-a506-259f57567021 · outbound

This paper cites A decentralized federated learning-based spatial–temporal model for freight traffic speed forecasting,.

Towards the efficacy of federated prediction for epidemics on networks A decentralized federated learning-based spatial–temporal model for freight traffic speed forecasting,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.430460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.285796Z digest=sha256:050ae4d6c0d682784487c481d0f557591a9cc7f6dd84619ba99394a530d155b1

Observation 37335f89-d0dc-42ad-8035-b5520ccfdbdc · outbound

This paper cites The Merit of River Network Topology for Neural Flood Forecasting.

Towards the efficacy of federated prediction for epidemics on networks The Merit of River Network Topology for Neural Flood Forecasting

Reference 59

Resolution
verified exact
local_arxiv, observed 2026-08-11T23:51:03.351372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.289461Z digest=sha256:9ca2556bad45069b6e31e3113b9c43ce31531845d7b1fe35b749ef1f5e6d5c6c

Observation 4d89c794-0245-477b-bb6b-d3624715ec0a · outbound

This paper cites Universal resilience patterns in complex networks,.

Towards the efficacy of federated prediction for epidemics on networks Universal resilience patterns in complex networks,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T23:51:03.417720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.293822Z digest=sha256:8b638bfa1710d6d5c5fb37a8a124e8539c2cbc255ba410b4bd3500a91c669e78

Observation 8f9bfc84-c842-4c92-966a-913b06eb91d8 · outbound

This paper cites Heterogeneity induced localization of traffic congestion on networks.

Towards the efficacy of federated prediction for epidemics on networks Heterogeneity induced localization of traffic congestion on networks

Reference 61

Resolution
verified exact
local_arxiv, observed 2026-08-11T23:51:03.335399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T23:51:03.297553Z digest=sha256:d41770f3474f21b7b4d139e0fea76717f6b643c6d370a8e0c60be3c1f5876b51

Pith citing papers

No inbound Pith citation observations are available.