Shortest Paths Discovery in Uncertain Networks via Transfer Learning
Summary: Uncertain graphs with probabilistic edges: finding the most probable shortest path between node pairs. Presents a fast non-learning Phase 2 sampler and a transfer-learning based predictor that estimates path probabilities without costly simulations, achieving up to 5x–210x speedups and scalable cross-domain generalization. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Shixun Huang
- 2. Zhifeng Bao
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,083 | GeoKGM: A Multimodal Large Language Model for Zero-Shot Knowledge Graph Completion in Geospatial Databases | 2026 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,162 | k-Nearest Neighbors in Uncertain Graphs | 2010 | VLDB | 0.0001358105 |
| 1,450 | Distance-Constraint Reachability Computation in Uncertain Graphs | 2011 | VLDB | 0.00011925844 |
| 1,844 | Effective Community Search over Large Spatial Graphs | 2017 | VLDB | 0.00010341077 |
| 3,101 | Injecting Uncertainty in Graphs for Identity Obfuscation | 2012 | VLDB | 7.5598015e-05 |
| 3,636 | Efficient and Effective Algorithms for Clustering Uncertain Graphs | 2019 | VLDB | 6.8976555e-05 |
| 4,179 | The Pursuit of a Good Possible World: Extracting Representative Instances of Uncertain Graphs | 2014 | SIGMOD | 6.3800553e-05 |
| 6,171 | Shortest Paths and Centrality in Uncertain Networks | 2021 | VLDB | 5.170101e-05 |
| 6,172 | An In-Depth Comparison of s-t Reliability Algorithms over Uncertain Graphs | 2019 | VLDB | 5.170101e-05 |
| 6,669 | Influence Maximization in Real-World Closed Social Networks | 2023 | VLDB | 4.9677027e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,209 | Scalable Privacy-Preserving Shortest Path Distance Computation via 2-Hop Labeling in MPC | 2026 | SIGMOD | 4.1945683e-05 |
| 1,450 | Distance-Constraint Reachability Computation in Uncertain Graphs | 2011 | VLDB | 0.00011925844 |
| 10,665 | Beyond Shortest Paths: Node Fairness in Route Recommendation | 2025 | VLDB | 4.1945683e-05 |
| 3,325 | Shortest Paths and Distances with Differential Privacy | 2016 | PODS | 7.2211576e-05 |
| 11,046 | Efficient Stochastic Routing in Path-Centric Uncertain Road Networks | 2024 | VLDB | 4.1945683e-05 |
| 6,494 | An Experimental Evaluation and Guideline for Path Finding in Weighted Dynamic Network | 2021 | VLDB | 5.0417258e-05 |
| 6,393 | On Uncertain Graphs Modeling and Queries | 2015 | VLDB | 5.0837624e-05 |
| 6,545 | Clustering Uncertain Graphs | 2018 | VLDB | 5.0193115e-05 |
| 1,162 | k-Nearest Neighbors in Uncertain Graphs | 2010 | VLDB | 0.0001358105 |
| 6,171 | Shortest Paths and Centrality in Uncertain Networks | 2021 | VLDB | 5.170101e-05 |