Back to papers
A Data-driven Spatiotemporal Simulator for Reinforcement Learning Methods
Summary: Introduces DSS, a data-driven spatiotemporal simulator for training and validating RL in taxi dispatch and warehouse scheduling. Distinct in offering extensible scenario plugins, visualization and developer tools to streamline algorithm design on real spatiotemporal traces.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 13630
- Venue
- VLDB
- Year
- 2024
- Pagerank
- -
- Overall Rank
- 13,159 | 8.46%
- DOI
-
10.14778/3685800.3685849
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
Outgoing Citations (Sorted by Pagerank)
Showing 0 of 0 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
Semantically Similar Papers
| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 13,166 |
FedSM: A Practical Federated Shared Mobility System |
2024 |
VLDB |
- |
| 10,502 |
RLOMM: An Efficient and Robust Online Map Matching Framework with Reinforcement Learning |
2025 |
SIGMOD |
4.1945683e-05 |
| 13,249 |
A Queueing-Theoretic Framework for Vehicle Dispatching in Dynamic Car-Hailing |
2021 |
VLDB |
- |
| 5,963 |
Automatic Data Acquisition for Deep Learning |
2021 |
VLDB |
5.2526794e-05 |
| 7,372 |
Model-Free Control for Distributed Stream Data Processing using Deep Reinforcement Learning |
2018 |
VLDB |
4.7496881e-05 |
| 7,199 |
Ridesharing: Simulator, Benchmark, and Evaluation |
2019 |
VLDB |
4.8031349e-05 |
| 7,625 |
Multi-Modal Transportation Recommendation with Unified Route Representation Learning |
2021 |
VLDB |
4.6931334e-05 |
| 5,936 |
Efficient and Effective Similar Subtrajectory Search with Deep Reinforcement Learning |
2020 |
VLDB |
5.2654071e-05 |
| 10,588 |
SimRN: Trajectory Similarity Learning in Road Networks based on Distributed Deep Reinforcement Learning |
2025 |
VLDB |
4.1945683e-05 |
| 10,390 |
RLER-TTE: An Efficient and Effective Framework for En Route Travel Time Estimation with Reinforcement Learning |
2025 |
SIGMOD |
4.1945683e-05 |