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: 12251
Venue: VLDB
Year: 2020
Pagerank: 7.1937882e-05
Overall Rank: 3,694 | 74.66%
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 17 of 17 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,369	TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods	2024	VLDB	7.4706661e-05
4,851	Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles	2022	VLDB	6.4803317e-05
5,129	AutoCTS: Automated Correlated Time Series Forecasting	2022	VLDB	6.3548172e-05
6,078	Multiple Time Series Forecasting with Dynamic Graph Modeling	2024	VLDB	5.9850223e-05
6,443	AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting	2023	SIGMOD	5.8775356e-05
6,844	An Experimental Evaluation and Guideline for Path Finding in Weighted Dynamic Network	2021	VLDB	5.7566172e-05
8,010	Nuhuo: An Effective Estimation Model for Traffic Speed Histogram Imputation on A Road Network	2024	VLDB	5.5074939e-05
8,516	Origin-Destination Travel Time Oracle for Map-based Services	2023	SIGMOD	5.4119882e-05
8,525	QARTA: An ML-based System for Accurate Map Services	2021	VLDB	5.4119882e-05
9,474	LightCTS: A Lightweight Framework for Correlated Time Series Forecasting	2023	SIGMOD	5.2634238e-05
10,777	RLOMM: An Efficient and Robust Online Map Matching Framework with Reinforcement Learning	2025	SIGMOD	5.093636e-05
11,251	QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models	2024	VLDB	5.093636e-05
11,254	Efficient Stochastic Routing in Path-Centric Uncertain Road Networks	2024	VLDB	5.093636e-05
11,350	Weakly Guided Adaptation for Robust Time Series Forecasting	2024	VLDB	5.093636e-05
11,402	LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation	2023	SIGMOD	5.093636e-05
13,318	Fully Automated Correlated Time Series Forecasting in Minutes	2025	VLDB	-
13,320	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
8,541	Travel Cost Inference from Sparse, Spatio-Temporally Correlated Time Series Using Markov Models	2013	VLDB	5.4119882e-05
9,230	Path Cost Distribution Estimation Using Trajectory Data	2017	VLDB	5.3017894e-05

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