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: 12064
Venue: VLDB
Year: 2020
Pagerank: 8.9047008e-05
Overall Rank: 2,388 | 83.41%
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
2,305	TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods	2024	VLDB	9.0655355e-05
5,023	AutoCTS: Automated Correlated Time Series Forecasting	2022	VLDB	5.7473072e-05
5,449	Multiple Time Series Forecasting with Dynamic Graph Modeling	2024	VLDB	5.4980173e-05
5,479	Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles	2022	VLDB	5.4849266e-05
6,491	An Experimental Evaluation and Guideline for Path Finding in Weighted Dynamic Network	2021	VLDB	5.0368875e-05
6,589	AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting	2023	SIGMOD	4.9964862e-05
8,016	Nuhuo: An Effective Estimation Model for Traffic Speed Histogram Imputation on A Road Network	2024	VLDB	4.6014683e-05
8,278	Origin-Destination Travel Time Oracle for Map-based Services	2023	SIGMOD	4.5392079e-05
8,287	QARTA: An ML-based System for Accurate Map Services	2021	VLDB	4.5392079e-05
9,329	LightCTS: A Lightweight Framework for Correlated Time Series Forecasting	2023	SIGMOD	4.351469e-05
10,511	RLOMM: An Efficient and Robust Online Map Matching Framework with Reinforcement Learning	2025	SIGMOD	4.1905499e-05
11,044	QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models	2024	VLDB	4.1905499e-05
11,049	Efficient Stochastic Routing in Path-Centric Uncertain Road Networks	2024	VLDB	4.1905499e-05
11,147	Weakly Guided Adaptation for Robust Time Series Forecasting	2024	VLDB	4.1905499e-05
11,202	LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation	2023	SIGMOD	4.1905499e-05
13,127	Fully Automated Correlated Time Series Forecasting in Minutes	2025	VLDB	-
13,129	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
8,299	Travel Cost Inference from Sparse, Spatio-Temporally Correlated Time Series Using Markov Models	2013	VLDB	4.5392079e-05
9,075	Path Cost Distribution Estimation Using Trajectory Data	2017	VLDB	4.3965098e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,620	Diversified Top-k Route Planning in Road Network	2022	VLDB	6.0368524e-05
7,627	Multi-Modal Transportation Recommendation with Unified Route Representation Learning	2021	VLDB	4.6886327e-05
4,206	Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting	2022	VLDB	6.3534357e-05
3,700	Adaptive Fastest Path Computation on a Road Network: A Traffic Mining Approach	2007	VLDB	6.8260499e-05
11,244	Effective and Efficient Route Planning Using Historical Trajectories on Road Networks	2023	VLDB	4.1905499e-05
10,677	Customization Meets 2-Hop Labeling: Efficient Routing in Road Networks	2025	VLDB	4.1905499e-05
3,453	Effective Travel Time Estimation: When Historical Trajectories over Road Networks Matter	2020	SIGMOD	7.0785866e-05
11,278	Route Travel Time Estimation on A Road Network Revisited: Heterogeneity, Proximity, Periodicity and Dynamicity	2023	VLDB	4.1905499e-05
9,075	Path Cost Distribution Estimation Using Trajectory Data	2017	VLDB	4.3965098e-05
11,049	Efficient Stochastic Routing in Path-Centric Uncertain Road Networks	2024	VLDB	4.1905499e-05