Anytime Stochastic Routing with Hybrid Learning

Summary: Hybrid travel-time modeling on uncertain road networks: leverage convolution with ML-based dependency estimates to derive path travel-time distributions without independence assumptions. An anytime routing algorithm returns a good path early and converges to high-quality solutions, demonstrated on large real-world trajectory data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12063
Venue: VLDB
Year: 2020
Pagerank: 8.9132902e-05
Overall Rank: 2,388 | 83.39%
DOI: 10.14778/3397230.3397248

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,298	TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods	2024	VLDB	9.0742746e-05
5,026	AutoCTS: Automated Correlated Time Series Forecasting	2022	VLDB	5.7528419e-05
5,438	Multiple Time Series Forecasting with Dynamic Graph Modeling	2024	VLDB	5.5033018e-05
5,468	Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles	2022	VLDB	5.4902013e-05
6,494	An Experimental Evaluation and Guideline for Path Finding in Weighted Dynamic Network	2021	VLDB	5.0417258e-05
6,589	AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting	2023	SIGMOD	5.001285e-05
8,013	Nuhuo: An Effective Estimation Model for Traffic Speed Histogram Imputation on A Road Network	2024	VLDB	4.6058845e-05
8,284	Origin-Destination Travel Time Oracle for Map-based Services	2023	SIGMOD	4.5435639e-05
8,294	QARTA: An ML-based System for Accurate Map Services	2021	VLDB	4.5435639e-05
9,324	LightCTS: A Lightweight Framework for Correlated Time Series Forecasting	2023	SIGMOD	4.3556432e-05
10,502	RLOMM: An Efficient and Robust Online Map Matching Framework with Reinforcement Learning	2025	SIGMOD	4.1945683e-05
11,041	QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models	2024	VLDB	4.1945683e-05
11,046	Efficient Stochastic Routing in Path-Centric Uncertain Road Networks	2024	VLDB	4.1945683e-05
11,144	Weakly Guided Adaptation for Robust Time Series Forecasting	2024	VLDB	4.1945683e-05
11,200	LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation	2023	SIGMOD	4.1945683e-05
13,113	Fully Automated Correlated Time Series Forecasting in Minutes	2025	VLDB	-
13,115	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
8,305	Travel Cost Inference from Sparse, Spatio-Temporally Correlated Time Series Using Markov Models	2013	VLDB	4.5435639e-05
9,079	Path Cost Distribution Estimation Using Trajectory Data	2017	VLDB	4.400728e-05

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