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 | 4.1905499e-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 |
|---|---|---|---|---|
| 1,159 | k-Nearest Neighbors in Uncertain Graphs | 2010 | VLDB | 0.00013584223 |
| 1,448 | Distance-Constraint Reachability Computation in Uncertain Graphs | 2011 | VLDB | 0.00011928845 |
| 1,848 | Effective Community Search over Large Spatial Graphs | 2017 | VLDB | 0.00010331574 |
| 3,106 | Injecting Uncertainty in Graphs for Identity Obfuscation | 2012 | VLDB | 7.5550946e-05 |
| 3,622 | Efficient and Effective Algorithms for Clustering Uncertain Graphs | 2019 | VLDB | 6.9021704e-05 |
| 4,165 | The Pursuit of a Good Possible World: Extracting Representative Instances of Uncertain Graphs | 2014 | SIGMOD | 6.3843974e-05 |
| 6,164 | Shortest Paths and Centrality in Uncertain Networks | 2021 | VLDB | 5.1731827e-05 |
| 6,165 | An In-Depth Comparison of s-t Reliability Algorithms over Uncertain Graphs | 2019 | VLDB | 5.1731827e-05 |
| 6,669 | Influence Maximization in Real-World Closed Social Networks | 2023 | VLDB | 4.9629357e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,165 | The Pursuit of a Good Possible World: Extracting Representative Instances of Uncertain Graphs | 2014 | SIGMOD | 6.3843974e-05 |
| 1,448 | Distance-Constraint Reachability Computation in Uncertain Graphs | 2011 | VLDB | 0.00011928845 |
| 10,673 | Beyond Shortest Paths: Node Fairness in Route Recommendation | 2025 | VLDB | 4.1905499e-05 |
| 3,309 | Shortest Paths and Distances with Differential Privacy | 2016 | PODS | 7.2374523e-05 |
| 11,049 | Efficient Stochastic Routing in Path-Centric Uncertain Road Networks | 2024 | VLDB | 4.1905499e-05 |
| 6,491 | An Experimental Evaluation and Guideline for Path Finding in Weighted Dynamic Network | 2021 | VLDB | 5.0368875e-05 |
| 6,373 | On Uncertain Graphs Modeling and Queries | 2015 | VLDB | 5.0875991e-05 |
| 6,522 | Clustering Uncertain Graphs | 2018 | VLDB | 5.0230003e-05 |
| 1,159 | k-Nearest Neighbors in Uncertain Graphs | 2010 | VLDB | 0.00013584223 |
| 6,164 | Shortest Paths and Centrality in Uncertain Networks | 2021 | VLDB | 5.1731827e-05 |