Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T23:51:03.297553Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T23:51:03.297553Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
61 of 61 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3f74e03f-99e3-45d6-aefe-676ade5d649f · outbound
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
Towards the efficacy of federated prediction for epidemics on networks Epidemic processes in complex networks,
Reference 2
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Observation d320c648-e73b-4afa-944b-4a6965f93627 · outbound
Towards the efficacy of federated prediction for epidemics on networks Mitigation of cascading failures in complex networks,
Reference 3
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Observation dace284f-2b6e-45bc-a77b-ddca81456891 · outbound
Towards the efficacy of federated prediction for epidemics on networks The spread of true and false news online,
Reference 4
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Observation 47e7e6a4-c6c1-4ad2-84f9-59bc2883ef14 · outbound
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
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Observation 1630ff38-a6ec-4dbd-97f3-4380937e1d72 · outbound
Towards the efficacy of federated prediction for epidemics on networks Optimal induced spreading of SIS epidemics in networks,
Reference 6
Source-reported events for the cited work
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Observation 39885d54-ee99-4fb0-9e42-5a0aebecf52f · outbound
Towards the efficacy of federated prediction for epidemics on networks A review on the long short-term memory model,
Reference 7
Source-reported events for the cited work
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Observation 40b6bb22-12e9-42a8-a92b-f55f1d9553d0 · outbound
Towards the efficacy of federated prediction for epidemics on networks A comprehensive survey on graph neural networks,
Reference 8
Source-reported events for the cited work
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Observation 588e846f-3696-4dd4-aa02-568b7c6dc7f6 · outbound
Towards the efficacy of federated prediction for epidemics on networks Tgcn: Tag graph convo- lutional network for tag-aware recommendation,
Reference 9
Source-reported events for the cited work
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Observation 95e3b75e-9fa4-43fa-b852-c4b07e3dbf26 · outbound
Towards the efficacy of federated prediction for epidemics on networks Spatial-temporal fusion graph neural networks for traffic flow forecasting,
Reference 10
Source-reported events for the cited work
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Observation aa8818e2-99ee-461a-920c-88fa22f18871 · outbound
Towards the efficacy of federated prediction for epidemics on networks Drug discovery with explainable artificial intel- ligence,
Reference 11
Source-reported events for the cited work
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Observation ee11c94e-2060-4920-8742-a907f2da6f62 · outbound
Towards the efficacy of federated prediction for epidemics on networks Federated Optimization: Distributed Machine Learning for On-Device Intelligence
Reference 12
Source-reported events for the cited work
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Observation 3337eb7c-7db3-4dd9-a3a6-4ea17010a34b · outbound
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
Source-reported events for the cited work
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Observation 4a30fcfd-f0d1-46eb-a45f-3698b1f6c8a2 · outbound
Towards the efficacy of federated prediction for epidemics on networks Iomt: A covid-19 healthcare system driven by federated learning and blockchain,
Reference 14
Source-reported events for the cited work
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Observation 08c450bd-517a-4222-b6ab-eafdd4d278c8 · outbound
Towards the efficacy of federated prediction for epidemics on networks Privacy-preserving individual-level covid- 19 infection prediction via federated graph learning,
Reference 15
Source-reported events for the cited work
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Observation 020f8e8a-41a0-48a9-bfd9-538b2a466d8f · outbound
Towards the efficacy of federated prediction for epidemics on networks Analysis of mobility based covid-19 epidemic model using federated multitask learning,
Reference 16
Source-reported events for the cited work
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Observation 91cb9f0b-0ba9-475e-abf2-96331dc703ab · outbound
Towards the efficacy of federated prediction for epidemics on networks Stgat: Modeling spatial-temporal interactions for human trajectory prediction,
Reference 17
Source-reported events for the cited work
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Observation ee74ded7-f198-4fb5-8727-4b95e83bca4c · outbound
Towards the efficacy of federated prediction for epidemics on networks Unresolved cited work
Reference 18
Source-reported events for the cited work
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Observation 57420700-faaf-46b7-889d-62b4562964c3 · outbound
Towards the efficacy of federated prediction for epidemics on networks Epidemic dynamics and endemic states in complex net- works,
Reference 19
Source-reported events for the cited work
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Observation 68dd1efc-826f-4a15-9bc2-12c511064d01 · outbound
Towards the efficacy of federated prediction for epidemics on networks Van Mieghem, Performance analysis of complex networks and systems
Reference 20
Source-reported events for the cited work
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Observation 73ba62c4-b441-4e5d-9b80-7a614aa12cb0 · outbound
Towards the efficacy of federated prediction for epidemics on networks Thresholds for epidemic spreading in networks,
Reference 21
Source-reported events for the cited work
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Observation 386361cb-0188-4410-a168-150ed3f2bafa · outbound
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
Source-reported events for the cited work
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Observation ffa20c26-b8b8-4f5f-9b1a-a7f4ba28bdf0 · outbound
Towards the efficacy of federated prediction for epidemics on networks Virus spread in networks,
Reference 23
Source-reported events for the cited work
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Observation d6f8259a-311c-42fa-9e01-9af221c126c5 · outbound
Towards the efficacy of federated prediction for epidemics on networks The spreading time in SIS epidemics on networks,
Reference 24
Source-reported events for the cited work
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Observation f999a9fb-0194-42d6-991c-7fee22bd8796 · outbound
Towards the efficacy of federated prediction for epidemics on networks An SIR VS epidemic model with pulse vaccination strategy,
Reference 25
Source-reported events for the cited work
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Observation 8ff2fd47-66c2-42a5-a0ef-cb2054735079 · outbound
Towards the efficacy of federated prediction for epidemics on networks Critical behavior of the sis epidemic model with time- dependent infection rate,
Reference 26
Source-reported events for the cited work
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Observation cfec32f7-81f8-406a-bd2b-3d44ed4383f8 · outbound
Towards the efficacy of federated prediction for epidemics on networks Group-based general epidemic modeling for spreading processes on networks: Groupgem,
Reference 27
Source-reported events for the cited work
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Observation c5418f08-8a9c-493c-b073-0909fb3552a0 · outbound
Towards the efficacy of federated prediction for epidemics on networks Epidemic outbreaks in networks with equitable or almost-equitable partitions,
Reference 28
Source-reported events for the cited work
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Observation 00a4bd53-f6fa-4826-815b-197f9ac0e6aa · outbound
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
Source-reported events for the cited work
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Observation f62e51f4-fa56-45d1-a502-f7361d7171aa · outbound
Towards the efficacy of federated prediction for epidemics on networks Communication-efficient learning of deep networks from decentralized data,
Reference 30
Source-reported events for the cited work
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Observation 0a714b0f-728a-4aa4-a8e3-50ed53add7fd · outbound
Towards the efficacy of federated prediction for epidemics on networks Federated optimization in heterogeneous networks,
Reference 31
Source-reported events for the cited work
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Observation ea694f73-f3e9-442c-9092-5ddac88b88a6 · outbound
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
Source-reported events for the cited work
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Observation 457339f9-a3c6-4719-8947-a7bd608a3e5c · outbound
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
Source-reported events for the cited work
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Observation 4226ce0f-9d9e-40d8-bb70-7b7c8e1549ed · outbound
Towards the efficacy of federated prediction for epidemics on networks Algebraic connectivity of graphs,
Reference 34
Source-reported events for the cited work
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Observation 689124ea-d351-4279-b2e1-a6a617e89efa · outbound
Towards the efficacy of federated prediction for epidemics on networks An efficient heuristic procedure for partitioning graphs,
Reference 35
Source-reported events for the cited work
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Observation 05d4bb99-38f5-4c7a-9e81-34c4fa0b924c · outbound
Towards the efficacy of federated prediction for epidemics on networks Localization and spreading of diseases in complex networks,
Reference 36
Source-reported events for the cited work
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Observation 9c496710-de23-49ee-832e-2433f5ae0234 · outbound
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
Source-reported events for the cited work
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Observation 3db077ec-4bba-4553-82af-99cea9f4cae3 · outbound
Towards the efficacy of federated prediction for epidemics on networks A systematic literature review of time series methods applied to epidemic prediction,
Reference 38
Source-reported events for the cited work
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Observation 3f31c3be-be06-4e25-8a46-5136e9f4dbca · outbound
Towards the efficacy of federated prediction for epidemics on networks Epidemic prediction algorithm based on deep learning and epi- demic dynamics,
Reference 39
Source-reported events for the cited work
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Observation 952f2236-dafa-40f0-b544-76da176e19b0 · outbound
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
Source-reported events for the cited work
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Observation bed1ddb4-bfc9-4b76-80a8-646b1d3f8ad0 · outbound
Towards the efficacy of federated prediction for epidemics on networks Interaction-temporal gcn: a hybrid deep framework for covid-19 pandemic analysis,
Reference 41
Source-reported events for the cited work
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Observation 0b9e71e9-5ff2-479e-b0d0-72d00b349db9 · outbound
Towards the efficacy of federated prediction for epidemics on networks Stan: spatio-temporal attention network for pandemic prediction using real-world evidence,
Reference 42
Source-reported events for the cited work
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Observation 98bc12a8-2ff4-4fac-973b-b0dc3f068e67 · outbound
Towards the efficacy of federated prediction for epidemics on networks A review of graph neural networks in epidemic modeling,
Reference 43
Source-reported events for the cited work
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Observation c0092ec3-49cf-4130-95fd-7e452e5d6f42 · outbound
Towards the efficacy of federated prediction for epidemics on networks Why is it difficult to accurately predict the covid-19 epidemic?
Reference 44
Source-reported events for the cited work
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Observation f66a227c-4219-428f-bc2f-c3ad4c985a82 · outbound
Towards the efficacy of federated prediction for epidemics on networks Real-time epidemic forecasting: challenges and opportunities,
Reference 45
Source-reported events for the cited work
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Observation 053cd04f-0fa6-4ec6-a126-66786a3b944f · outbound
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
Source-reported events for the cited work
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Observation 411a4556-2c26-4c51-a5a6-8171885005d7 · outbound
Towards the efficacy of federated prediction for epidemics on networks Big data analytics for epidemic forecasting: Policy frameworks and technical approaches,
Reference 47
Source-reported events for the cited work
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Observation 4c46fba9-8778-4785-b4d9-5098a0842d90 · outbound
Towards the efficacy of federated prediction for epidemics on networks A review of applications in federated learning,
Reference 48
Source-reported events for the cited work
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Observation dd04621e-fe13-4eb0-9d78-da072e4db82c · outbound
Towards the efficacy of federated prediction for epidemics on networks Privacy preserving time-series forecasting of user health data streams,
Reference 49
Source-reported events for the cited work
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Observation daa407a0-5aed-4258-8cce-ccb7505a4464 · outbound
Towards the efficacy of federated prediction for epidemics on networks Leveraging asynchronous federated learning to predict customers financial distress,
Reference 50
Source-reported events for the cited work
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Observation 4f2ab524-e0ae-42d9-87a5-35da06d7ced7 · outbound
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
Source-reported events for the cited work
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Observation b4453c5f-cb98-4d2b-a17a-6cb5c0adf31e · outbound
Towards the efficacy of federated prediction for epidemics on networks Stochastic Controlled Averaging for Federated Learning with Communication Compression
Reference 52
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Observation 362879ff-1cd1-4c2d-a5bb-33a31353db17 · outbound
Towards the efficacy of federated prediction for epidemics on networks Retracted: Personalized federated learning framework for network traffic anomaly detection,
Reference 53
Source-reported events for the cited work
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Observation d65c00bf-6032-41e6-9ddb-a4e38b38bfff · outbound
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
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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Towards the efficacy of federated prediction for epidemics on networks Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated Learning
Reference 55
Source-reported events for the cited work
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Observation 24695b10-298d-4855-a645-1e354947c1d6 · outbound
Towards the efficacy of federated prediction for epidemics on networks FLAME: Adaptive and Reactive Concept Drift Mitigation for Federated Learning Deployments
Reference 56
Source-reported events for the cited work
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Observation d0f87fbf-9ce6-431a-8fea-fc202fa84033 · outbound
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
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.
Observation 8d28b866-4ff8-406d-a506-259f57567021 · outbound
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
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.
Observation 37335f89-d0dc-42ad-8035-b5520ccfdbdc · outbound
Towards the efficacy of federated prediction for epidemics on networks The Merit of River Network Topology for Neural Flood Forecasting
Reference 59
Source-reported events for the cited work
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Observation 4d89c794-0245-477b-bb6b-d3624715ec0a · outbound
Towards the efficacy of federated prediction for epidemics on networks Universal resilience patterns in complex networks,
Reference 60
Source-reported events for the cited work
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Observation 8f9bfc84-c842-4c92-966a-913b06eb91d8 · outbound
Towards the efficacy of federated prediction for epidemics on networks Heterogeneity induced localization of traffic congestion on networks
Reference 61
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.
No inbound Pith citation observations are available.