Paper Citation Record · LEDGER

Motorway Traffic Flow Prediction using Advanced Deep Learning

As of 5 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:1907.06356.

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

pith.paper-citation-record.v1
1907.06356 v3

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-24T21:44:40.477806Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-24T21:44:40.477806Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-05-24T21:44:58.939866Z

Reference resolution

28 of 28 outbound references displayed

verified exact2
verified fuzzy26
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5230eb71-97c1-4d3e-8750-70cca24fa4db · outbound

This paper cites Motorway Traffic Flow Prediction using Advanced Deep Learning.

Motorway Traffic Flow Prediction using Advanced Deep Learning Motorway Traffic Flow Prediction using Advanced Deep Learning

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-05-24T21:44:58.946357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8a34f12f-d074-4dec-8683-ef8dc20e1af8 · outbound

This paper cites Combining kohonen maps with arima time series models to forecast trafﬁc ﬂow.

Motorway Traffic Flow Prediction using Advanced Deep Learning Combining kohonen maps with arima time series models to forecast trafﬁc ﬂow

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.706054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ccd23b2e-eb70-4c9c-9620-4013982e1e5c · outbound

This paper cites Forecasting trafﬁc ﬂow conditions in an urban network: Comparison of multivariate and univariate approaches.

Motorway Traffic Flow Prediction using Advanced Deep Learning Forecasting trafﬁc ﬂow conditions in an urban network: Comparison of multivariate and univariate approaches

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.744019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 18b0a78d-2c43-4039-9531-19f9167a7793 · outbound

This paper cites Travel time prediction on signalised urban arterials by applying sarima modelling on bluetooth data.

Motorway Traffic Flow Prediction using Advanced Deep Learning Travel time prediction on signalised urban arterials by applying sarima modelling on bluetooth data

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.727293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a4f15366-dd73-47aa-9f9f-fd92116a6e5d · outbound

This paper cites Multivariate vehicular trafﬁc ﬂow prediction: Eval- uation of arimax modeling.

Motorway Traffic Flow Prediction using Advanced Deep Learning Multivariate vehicular trafﬁc ﬂow prediction: Eval- uation of arimax modeling

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.719008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e13680cd-8be9-407b-b1dc-de4838f93627 · outbound

This paper cites Dynamic near-term trafﬁc ﬂow prediction: system-oriented approach based on past experiences.

Motorway Traffic Flow Prediction using Advanced Deep Learning Dynamic near-term trafﬁc ﬂow prediction: system-oriented approach based on past experiences

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.693569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 23f8eafd-f18f-458f-8d7b-0bb85c8c7eb3 · outbound

This paper cites Super- vised weighting-online learning algorithm for short-term trafﬁc ﬂow prediction.

Motorway Traffic Flow Prediction using Advanced Deep Learning Super- vised weighting-online learning algorithm for short-term trafﬁc ﬂow prediction

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.740071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 40eaf89d-ab8d-4994-8191-f48b3df4c673 · outbound

This paper cites Statistical methods versus neural networks in transportation research: Differences, similarities and some insights.

Motorway Traffic Flow Prediction using Advanced Deep Learning Statistical methods versus neural networks in transportation research: Differences, similarities and some insights

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.714558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ea997e48-41ec-4f55-a494-f6774e5fe488 · outbound

This paper cites Travel-time prediction using gaussian process regression: A trajectory.

Motorway Traffic Flow Prediction using Advanced Deep Learning Travel-time prediction using gaussian process regression: A trajectory

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.723066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f375ed49-e8ca-46cb-b99c-39ea93c22855 · outbound

This paper cites Using deep learning to predict short term trafﬁc ﬂow: A systematic literature review.

Motorway Traffic Flow Prediction using Advanced Deep Learning Using deep learning to predict short term trafﬁc ﬂow: A systematic literature review

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.751829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a438bd8b-3a41-4c8d-bf91-66e8b250e4da · outbound

This paper cites Deep learning methods in transportation domain: A review.

Motorway Traffic Flow Prediction using Advanced Deep Learning Deep learning methods in transportation domain: A review

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.689162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0a0cd821-0cc2-469f-92b4-d7847f990c55 · outbound

This paper cites Lstm-based trafﬁc ﬂow prediction with missing data.

Motorway Traffic Flow Prediction using Advanced Deep Learning Lstm-based trafﬁc ﬂow prediction with missing data

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.788594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5f9e306e-64ae-4033-84b0-31d8c195e8f0 · outbound

This paper cites A deep learning system for travel speed predictions on multiple arterial road segments.

Motorway Traffic Flow Prediction using Advanced Deep Learning A deep learning system for travel speed predictions on multiple arterial road segments

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.735400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation cffe3f38-989a-4ab0-9c7d-a2cc3f2af2f4 · outbound

This paper cites A hybrid deep learning based trafﬁc ﬂow prediction method and its understanding.

Motorway Traffic Flow Prediction using Advanced Deep Learning A hybrid deep learning based trafﬁc ﬂow prediction method and its understanding

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.776779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 979d6835-3771-4c5e-aefe-b26cfcc96b35 · outbound

This paper cites A hybrid short-term trafﬁc ﬂow forecasting method based on spectral analysis and statistical volatility model.

Motorway Traffic Flow Prediction using Advanced Deep Learning A hybrid short-term trafﬁc ﬂow forecasting method based on spectral analysis and statistical volatility model

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.756135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5902c005-f1a1-4e39-add6-330369537d54 · outbound

This paper cites Tensor- Flow: Large-scale machine learning on heterogeneous systems.

Motorway Traffic Flow Prediction using Advanced Deep Learning Tensor- Flow: Large-scale machine learning on heterogeneous systems

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.710443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8aa5612a-ec53-4770-aa25-c3c4823a9271 · outbound

This paper cites Automatic differen- tiation in pytorch.

Motorway Traffic Flow Prediction using Advanced Deep Learning Automatic differen- tiation in pytorch

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.780683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1933b8bc-9717-4080-8581-d4948b396ddb · outbound

This paper cites A hybrid deep learning based trafﬁc ﬂow prediction method and its understanding.

Motorway Traffic Flow Prediction using Advanced Deep Learning A hybrid deep learning based trafﬁc ﬂow prediction method and its understanding

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.731283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 05d63f1c-affc-4e62-b622-1fc555b3804e · outbound

This paper cites Deep learning for short-term trafﬁc ﬂow prediction.

Motorway Traffic Flow Prediction using Advanced Deep Learning Deep learning for short-term trafﬁc ﬂow prediction

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.747538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 64f38b80-da2b-46c5-9f96-5fa701741ecd · outbound

This paper cites Trafﬁc speed pre- diction and congestion source exploration: A deep learning method.

Motorway Traffic Flow Prediction using Advanced Deep Learning Trafﬁc speed pre- diction and congestion source exploration: A deep learning method

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.764045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 55a98194-f7e8-4c10-806a-4568b4e0b415 · outbound

This paper cites Highway trafﬁc incident detection based on bpnn.

Motorway Traffic Flow Prediction using Advanced Deep Learning Highway trafﬁc incident detection based on bpnn

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.697486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b668acc5-800f-4e78-930f-b7b7cc971fde · outbound

This paper cites Effective tourist volume forecasting supported by pca and improved bpnn using baidu index.

Motorway Traffic Flow Prediction using Advanced Deep Learning Effective tourist volume forecasting supported by pca and improved bpnn using baidu index

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.760118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5ee44812-0f7a-47c3-84e0-7f0d94d86d76 · outbound

This paper cites Deep spatio-temporal residual networks for citywide crowd ﬂows prediction.

Motorway Traffic Flow Prediction using Advanced Deep Learning Deep spatio-temporal residual networks for citywide crowd ﬂows prediction

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.772606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 272bbd5a-c255-4d47-85de-63edd1587327 · outbound

This paper cites Imagenet classiﬁcation with deep convolutional neural networks.

Motorway Traffic Flow Prediction using Advanced Deep Learning Imagenet classiﬁcation with deep convolutional neural networks

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.768512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ec8b329c-d361-4d78-9533-8fd7b5fdcdc0 · outbound

This paper cites Short-term trafﬁc ﬂow prediction with lstm recurrent neural network.

Motorway Traffic Flow Prediction using Advanced Deep Learning Short-term trafﬁc ﬂow prediction with lstm recurrent neural network

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.684957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2d4b214a-1cfa-4665-a94b-f59fe047561a · outbound

This paper cites Trafﬁc ﬂow prediction using LSTM with feature enhancement.

Motorway Traffic Flow Prediction using Advanced Deep Learning Trafﬁc ﬂow prediction using LSTM with feature enhancement

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.701727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c7232272-efa8-450f-bd50-2ce85be2236e · outbound

This paper cites A graph convolutional neural network for classiﬁcation of building patterns using spatial vector data.

Motorway Traffic Flow Prediction using Advanced Deep Learning A graph convolutional neural network for classiﬁcation of building patterns using spatial vector data

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-24T21:44:59.784440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9038339b-2212-48a0-b4e4-c7bbbf4157bd · outbound

This paper cites Deep Convolutional Networks on Graph-Structured Data.

Motorway Traffic Flow Prediction using Advanced Deep Learning Deep Convolutional Networks on Graph-Structured Data

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-24T21:44:58.936765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Pith citing papers

Observation 5230eb71-97c1-4d3e-8750-70cca24fa4db · inbound