Anytime Stochastic Routing with Hybrid Learning

Summary: Introduces probabilistic budget routing over uncertain, trajectory-derived road networks, combining convolution with ML to model dependent edge travel times. An anytime algorithm mitigates the resulting pruning cost, progressively returning better deadline-maximizing paths. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: h108112685b605dce
Venue: VLDB
Year: 2020
Pagerank: 7.2556245e-05
Overall Rank: 3,497 | 76.49%
DOI: 10.14778/3397230.3397248

Incoming Non-self Citations Over Time

Authors

1. Simon Aagaard Pedersen (Aalborg University)
2. Bin Yang (Aalborg University)
3. Christian S. Jensen (Aalborg University)

BibTeX Citation

@article{pedersen_vldb20,
        title = {{Anytime Stochastic Routing with Hybrid Learning}},
        author = {Pedersen, Simon Aagaard and Yang, Bin and Jensen, Christian S.},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {9},
        pages = {1555--1567},
        doi = {10.14778/3397230.3397248},
        url = {https://doi.org/10.14778/3397230.3397248},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,433	TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods	2024	VLDB	7.3030444e-05
4,966	Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles	2022	VLDB	6.3354746e-05
5,089	AutoCTS: Automated Correlated Time Series Forecasting	2022	VLDB	6.2800456e-05
6,202	Multiple Time Series Forecasting with Dynamic Graph Modeling	2024	VLDB	5.8507344e-05
6,536	AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting	2023	SIGMOD	5.7538492e-05
6,988	An Experimental Evaluation and Guideline for Path Finding in Weighted Dynamic Network	2021	VLDB	5.6274541e-05
7,902	Origin-Destination Travel Time Oracle for Map-based Services	2023	SIGMOD	5.4297829e-05
8,175	Nuhuo: An Effective Estimation Model for Traffic Speed Histogram Imputation on A Road Network	2024	VLDB	5.3839205e-05
8,693	QARTA: An ML-based System for Accurate Map Services	2021	VLDB	5.2905577e-05
9,655	LightCTS: A Lightweight Framework for Correlated Time Series Forecasting	2023	SIGMOD	5.1453267e-05
9,914	Efficient Stochastic Routing in Path-Centric Uncertain Road Networks	2024	VLDB	5.1103839e-05
10,870	KAFY: An Extensible and Scalable Transformers-Based System for Trajectory Data Analysis	2026	VLDB	4.9793485e-05
11,025	Are We There Yet? A Grand Tour of ETA Queries	2026	VLDB	4.9793485e-05
11,195	RLOMM: An Efficient and Robust Online Map Matching Framework with Reinforcement Learning	2025	SIGMOD	4.9793485e-05
11,583	QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models	2024	VLDB	4.9793485e-05
11,668	Weakly Guided Adaptation for Robust Time Series Forecasting	2024	VLDB	4.9793485e-05
11,717	LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation	2023	SIGMOD	4.9793485e-05
13,640	Fully Automated Correlated Time Series Forecasting in Minutes	2025	VLDB	-
13,642	A Memory Guided Transformer for Time Series Forecasting	2025	VLDB	-

Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
7,903	Travel Cost Inference from Sparse, Spatio-Temporally Correlated Time Series Using Markov Models	2013	VLDB	5.4297829e-05
8,562	Path Cost Distribution Estimation Using Trajectory Data	2017	VLDB	5.3138669e-05

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