Paper Citation Record · LEDGER

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges

As of 19 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2412.16842.

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

pith.paper-citation-record.v1
2412.16842 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:18:10.120644Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

24 of 24 outbound references displayed

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verified fuzzy23
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1cac6668-c426-466e-bc23-9764ccc24eb8 · outbound

This paper cites The countries most prone to flooding.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges The countries most prone to flooding

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.444004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 285b7825-ff52-495f-93f4-06c6811250da · outbound

This paper cites Informaci ´on nacional de datos hidrometeorol ´ogicos.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Informaci ´on nacional de datos hidrometeorol ´ogicos

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.431746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8dd76268-35ab-49eb-8115-d1804e47e826 · outbound

This paper cites A rain gauge system using a capacitance sensor,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges A rain gauge system using a capacitance sensor,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.418555Z

Source-reported events for the cited work

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Observation f5004452-0f43-4f32-80c1-bc89546b3dff · outbound

This paper cites Evaluation of a low-cost optical rain sensor,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Evaluation of a low-cost optical rain sensor,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.407011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7c82f033-6262-41b5-9150-cccf66669d26 · outbound

This paper cites An innovative acoustic rain gauge based on convolutional neural networks,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges An innovative acoustic rain gauge based on convolutional neural networks,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.395099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ef91ae5d-97d0-4c86-a6b3-a2fb087b25f6 · outbound

This paper cites Global precipitation measurement: Methods, datasets and applications,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Global precipitation measurement: Methods, datasets and applications,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.382350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7bc87ce2-604b-440d-869e-973070f6345f · outbound

This paper cites Evaluation of precipitation measurements obtained from different types of rain gauges,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Evaluation of precipitation measurements obtained from different types of rain gauges,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.370096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7c10cdaf-f230-4113-8dee-0d1615409be2 · outbound

This paper cites Calibrating low-cost rain gauge sensors for their applications in iot infrastructures to densify environ- mental monitoring networks,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Calibrating low-cost rain gauge sensors for their applications in iot infrastructures to densify environ- mental monitoring networks,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.358409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7f6873b1-e358-4b06-9264-067762e20ce0 · outbound

This paper cites Aerocone rain collector with flat base for vantage pro2 and enviromonitor (tipping spoon) - sku 6464, 6464m.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Aerocone rain collector with flat base for vantage pro2 and enviromonitor (tipping spoon) - sku 6464, 6464m

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.346428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e770abcb-4a1d-457a-bf3a-3893affc911c · outbound

This paper cites Weather transmitter wxt530 series wxt530.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Weather transmitter wxt530 series wxt530

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.334842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 396b5bf2-c3f5-4e82-84c4-adfd86627685 · outbound

This paper cites A spatiotemporal deep fusion model for merging satellite and gauge precipitation in china,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges A spatiotemporal deep fusion model for merging satellite and gauge precipitation in china,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.323371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b2add9f8-2a94-4035-911d-36a9ca133c01 · outbound

This paper cites Intercomparison of rain gauge, radar, and satellite- based precipitation estimates with emphasis on hydrologic forecasting,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Intercomparison of rain gauge, radar, and satellite- based precipitation estimates with emphasis on hydrologic forecasting,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.311924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3cf1380b-2a04-496f-8157-fc2054ee4f0f · outbound

This paper cites A review of the application of hybrid machine learning models to improve rainfall prediction,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges A review of the application of hybrid machine learning models to improve rainfall prediction,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.299826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8863566a-e710-42ac-bdc0-376350c26dd6 · outbound

This paper cites Prediction of temperature and rainfall in bangladesh using long short term memory recurrent neural networks,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Prediction of temperature and rainfall in bangladesh using long short term memory recurrent neural networks,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.286918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4946d625-07b8-4634-bd1e-c7250f3c078f · outbound

This paper cites Deep blstm- gru model for monthly rainfall prediction: A case study of simtokha, bhutan,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Deep blstm- gru model for monthly rainfall prediction: A case study of simtokha, bhutan,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.274631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4c0a6f2f-0fd8-4b82-8af4-d1c964be0038 · outbound

This paper cites Rainfall prediction using machine learning models: literature survey,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Rainfall prediction using machine learning models: literature survey,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.262055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aa5f6453-f33a-4e6f-9ee4-ee4579096185 · outbound

This paper cites Application of machine learning ensemble models for rainfall prediction,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Application of machine learning ensemble models for rainfall prediction,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.250044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d65db320-f38c-489e-8c31-a26304db29ee · outbound

This paper cites Optimising deep learning at the edge for accurate hourly air quality prediction,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Optimising deep learning at the edge for accurate hourly air quality prediction,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.237521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9a31738f-7f41-4491-a29f-45cd25493ce8 · outbound

This paper cites Adras: airborne disease risk assessment system for closed environments,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Adras: airborne disease risk assessment system for closed environments,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.223080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1cf05d85-5aab-4161-acfc-3472e56da31d · outbound

This paper cites Regional heatwave prediction using graph neural network and weather station data,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Regional heatwave prediction using graph neural network and weather station data,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.209478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5faac455-3f96-4e72-85d1-f10008f5c900 · outbound

This paper cites A structured graph neural network for improving the numerical weather prediction of rainfall,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges A structured graph neural network for improving the numerical weather prediction of rainfall,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.196159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5e0d1181-b897-4171-b988-52a7bb3d36ef · outbound

This paper cites Coupling physical factors for precipitation forecast in china with graph neural network,.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Coupling physical factors for precipitation forecast in china with graph neural network,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.181914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e721e311-6de5-4a00-96ab-2016d11e1701 · outbound

This paper cites CloudNine: Analyzing Meteorological Observation Impact on Weather Prediction Using Explainable Graph Neural Networks.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges CloudNine: Analyzing Meteorological Observation Impact on Weather Prediction Using Explainable Graph Neural Networks

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2ba93ee2-fc2c-4ca8-a791-6836049a87ba · outbound

This paper cites Award ceremony hackathon mi madre tierra 2016.

Graph Learning-based Regional Heavy Rainfall Prediction Using Low-Cost Rain Gauges Award ceremony hackathon mi madre tierra 2016

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.169482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.