Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-22T23:37:18.122227Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 2 inbound Pith citation observations for arXiv:2503.15845.
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 2026-05-22T23:37:18.122227Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T16:29:49.022075Z
A source-named dated measurement, never combined with another source.
Source: cited_works
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6a13d232-1617-40c7-bd04-6c3608412dca · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach State estimation of a physical system with unknown governing equations
Reference 1
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Observation c870c40e-305d-4a76-9eaf-e6b545dc72fd · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Traffic state estimation on highway: A comprehensive survey
Reference 2
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Observation 75ecadb4-ae7b-4ddd-be94-8d00b049658f · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach An extended Kalman filter approach for real-time state estimation in multi-region MFD urban networks
Reference 3
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Observation 1fc49a06-8083-4593-884a-a0e39124376f · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Real-time joint traffic state and model parameter estimation on freeways with fixed sensors and connected vehicles: State-of-the-art overview, methods, and case studies
Reference 4
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Observation 16e1c8a4-1cf1-4c41-b402-b2353e6903d0 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach An adaptive framework for real- time freeway traffic estimation in the presence of cavs
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Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Stochastic Switching Mode Model based Filters for urban arterial traffic estimation from multi-source data
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Observation 94b1940c-c34c-4bc9-afd5-ba458b65aa68 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Bayesian kernelized matrix factorization for spatiotemporal traffic data imputation and kriging
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Observation 154d35b6-b655-4607-9bc3-98de1ca01341 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Correlating sparse sensing for large-scale traffic speed estimation: A Laplacian-enhanced low-rank tensor kriging approach
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Observation 9fe819e5-6f59-459c-abed-4f84222f0d5e · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach GE-GAN: A novel deep learning framework for road traffic state estimation
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Observation edf3c702-d4ad-4284-bbeb-53bc63b77d68 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Unresolved cited work
Reference 10
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Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Cressie and C
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Observation d7561c64-804b-4ec8-9c91-8b1e3053f4d7 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Neural message passing for quantum chemistry
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Observation 7320d3f0-68b9-421d-8848-7d77c6cd0a08 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Inductive graph neural networks for spatiotemporal kriging
Reference 13
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Observation 08c4c7de-2129-453b-b0c4-99ad0d62c93a · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach AGNP: Network- wide short-term probabilistic traffic speed prediction and imputation
Reference 14
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Observation 9cc2e611-11c6-4e1a-bfd8-5fda1ed88a35 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Kits: Inductive spatio-temporal kriging with increment training strategy
Reference 15
Source-reported events for the cited work
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Observation d93097f2-a163-43b1-af49-9ca270c16c24 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach KITS: Inductive Spatio-Temporal Kriging with Increment Training Strategy
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Observation d0870fc2-7301-4e61-aaef-ea22c9a02160 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Towards better traffic volume es- timation: Jointly addressing the underdetermination and nonequilibrium problems with correlation-adaptive GNNs
Reference 17
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Observation cd0b9503-fed9-4b69-86a8-9dae027b06bf · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Multi-view graph imputation network
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Observation f367dfce-a6d6-4f69-a441-5547796704e3 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Why Not to Use Zero Imputation? Correcting Sparsity Bias in Training Neural Networks
Reference 19
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Observation c793787c-395e-407f-b0c2-dededf8ada08 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach On the unreasonable effectiveness of feature propagation in learning on graphs with missing node features
Reference 20
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Observation e2739e02-702b-40fe-be0d-526949b5b72a · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach On kinematic waves ii. a theory of traffic flow on long crowded roads
Reference 21
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Observation 7c65cf50-c10d-4f08-bc01-c791fe42f9f9 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach High time-resolution queue profile estimation at signalized intersections based on extended kalman filtering
Reference 22
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Observation cebe8cca-574d-4849-83ae-2f46092fc000 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Physics-informed deep learning for traffic state estimation: A hybrid paradigm informed by second-order traffic models
Reference 23
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Observation 2c8f241d-06c7-486c-95f6-cb8d281aa4f9 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach A physics-informed deep learning paradigm for traffic state and fundamental diagram estimation
Reference 24
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Observation adc9fb2b-2eb9-4bad-87aa-444f7d4efc14 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Macroscopic traffic flow modeling with physics regularized gaussian process: A new insight into machine learning applications in transportation
Reference 25
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Observation 89906474-a5bc-4ea5-a8e3-d5fb94357218 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Traffic flow modeling with gradual physics regularized learning
Reference 26
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Observation 91218154-2d87-42e7-9646-ffc4f4df3728 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Physics- informed deep learning for traffic state estimation based on the traffic flow model and computational graph method
Reference 27
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Observation 9f8c10d4-9220-4a32-a4c2-c40b917770b1 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Knowledge-data fusion oriented traffic state estimation: A stochastic physics-informed deep learning approach
Reference 28
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Observation 618741d3-f4f8-4864-94bf-4b7f7f59d363 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
Reference 29
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Observation 2c033a99-9a38-430d-baf6-3d94c3c8c8c4 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Shock waves on the highway
Reference 30
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Observation 8d1533e0-7385-4fdc-b81b-47e50d4d5a16 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Resurrection of ‘second order’ models of traffic flow
Reference 31
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Observation a479903b-c000-4ee4-b6e0-91a434c54b45 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach A non-equilibrium traffic model devoid of gas-like behavior
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Observation 21875d73-c614-4447-9d55-8bc46295949b · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Dpm: A novel training method for physics-informed neural networks in extrapolation
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Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Physics-informed machine learning
Reference 34
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Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Fourier neural operator for learning solutions to macroscopic traffic flow models: Ap- plication to the forward and inverse problems
Reference 35
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Observation f142b15e-b012-4faf-9893-4138c9d2c5f6 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Tensor Completion Algorithms in Big Data Analytics
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Observation 91ae33eb-a646-4a69-a21b-13d420a7afe9 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Fast multivariate spatio- temporal analysis via low rank tensor learning
Reference 37
Source-reported events for the cited work
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Observation ce20a57b-3579-467c-ac79-75b26ee7eadf · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Network-wide traffic flow estimation with insufficient volume detection and crowdsourcing data
Reference 38
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Observation a60062dc-43ed-4154-ab65-a9c3d1dca133 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Kernelized probabilistic matrix factorization: Exploiting graphs and side information
Reference 39
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Observation df496466-2519-4872-9d43-d57afc0cc0de · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Temporal collaborative filtering with bayesian probabilistic tensor fac- torization
Reference 40
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Observation 2a0a6f6e-1d03-444c-a7e4-d352a7587a33 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Temporal Regularized Matrix Factorization for High-dimensional Time Series Prediction
Reference 41
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Observation 49e61ffc-e677-4011-875d-1977c0f34a2c · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Generative adversarial networks
Reference 42
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Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Graph Embedding and Extensions: A General Framework for Dimensionality Reduction
Reference 43
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Observation 523d27db-1235-4b13-8b5a-33e8af3521bd · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Geo- statistical interpolation of object counts collected from multiple strip transects: Ordinary kriging versus finite domain kriging
Reference 44
Source-reported events for the cited work
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Observation 145fe281-73c4-4e3e-a251-d7d7e14706cf · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Spatial Aggregation and Temporal Convolution Networks for Real-time Kriging
Reference 45
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Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach MoGERNN: An Inductive Traffic Predictor for Unobserved Locations in Dynamic Sensing Networks
Reference 46
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Observation b8430d14-bb72-412d-a71e-559b65db9c0a · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Increase: Inductive graph representation learning for spatio-temporal kriging
Reference 47
Source-reported events for the cited work
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Observation a1f0fb3d-26b0-46bf-bc18-3bff869e7ce1 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Inductive and adaptive graph convolution networks equipped with constraint task for spatial–temporal traffic data kriging
Reference 48
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Observation 1b5be6bf-bac0-4999-9811-8ffa1ec38039 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach A conditional diffusion model for probabilistic estimation of traffic states at sensor-free locations
Reference 49
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Observation 9d74b0b7-6fb6-43bd-be53-edb94b522d41 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Diffusion convolutional recurrent neural network: Data-driven traffic forecasting
Reference 50
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Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Interpreting and Unifying Graph Neural Networks with An Optimization Framework
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Reference 52
Source-reported events for the cited work
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Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Semi-supervised classification with graph convolutional networks
Reference 53
Source-reported events for the cited work
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Observation f7e64aa4-9104-4a94-ad81-63d53a6a695f · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Diffusion Improves Graph Learning
Reference 54
Source-reported events for the cited work
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Observation 1b180f2f-3ea6-4c5d-9c6d-34dd71b10320 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach The heat kernel as the pagerank of a graph
Reference 55
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Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Video-Based Vehicle Trajectory Data Collection
Reference 56
Source-reported events for the cited work
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Observation e77fa777-b9c9-4e3d-a619-ab4787080e9e · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Spatio-temporal graph convolutional net- works: A deep learning framework for traffic forecasting
Reference 57
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Observation 91e32fde-25d5-424a-bb84-959e5ea54258 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Spatial-temporal identity: A simple yet effective baseline for multivariate time series forecasting
Reference 58
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Observation e6ce13ab-4791-44ae-ad07-92ddf7a9f0a0 · outbound
Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach Timemixer: Decomposable multiscale mixing for time series forecasting
Reference 59
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Observation e221cb00-8466-4a98-9635-9fd99666fe54 · inbound
Network-Wide Traffic Volume Estimation from Speed Profiles using a Spatio-Temporal Graph Neural Network with Directed Spatial Attention Network-wide Freeway Traffic Estimation Using Sparse Sensor Data: A Dirichlet Graph Auto-Encoder Approach
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Observation eace3993-fee4-48b3-8f49-00b99a597b31 · inbound
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Reference 2
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