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RLER-TTE: An Efficient and Effective Framework for En Route Travel Time Estimation with Reinforcement Learning
Summary: RLER-TTE introduces a Decision Maker–Predictor pipeline for ER-TTE, triggering the expensive predictor only when beneficial. An RL-based online agent solves the MDP with attention-based spatio-temporal encoding and curriculum learning, delivering end-to-end training and strong real-world performance.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 7064
- Venue
- SIGMOD
- Year
- 2025
- Pagerank
- 4.1945683e-05
- Overall Rank
- 10,390 | 27.72%
- DOI
-
10.1145/3709721
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No non-self incoming citations found for this paper in this database.
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 1,129 |
On Map-Matching Vehicle Tracking Data |
2005 |
VLDB |
0.00013791923 |
| 3,447 |
Effective Travel Time Estimation: When Historical Trajectories over Road Networks Matter |
2020 |
SIGMOD |
7.0854131e-05 |
| 3,464 |
DeepTRANS: A Deep Learning System for Public Bus Travel Time Estimation using Traffic Forecasting |
2020 |
VLDB |
7.0696727e-05 |
| 6,219 |
Travel Time Estimation Using NiagaraST and latte |
2007 |
SIGMOD |
5.1528049e-05 |
| 6,425 |
A Deep Generative Model for Trajectory Modeling and Utilization |
2023 |
VLDB |
5.0670573e-05 |
| 6,589 |
AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting |
2023 |
SIGMOD |
5.001285e-05 |
| 7,624 |
A Neural Approach to Spatio-Temporal Data Release with User-Level Differential Privacy |
2023 |
SIGMOD |
4.6931334e-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 |
| 11,276 |
Route Travel Time Estimation on A Road Network Revisited: Heterogeneity, Proximity, Periodicity and Dynamicity |
2023 |
VLDB |
4.1945683e-05 |
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