Auto-Approximation of Graph Computing
Summary: Automatically synthesizes approximate graph programs from exact implementations, without algorithm-specific redesign or knowledge. Demonstrates broad applicability across graph algorithms and real large graphs, trading controllable accuracy for substantial efficiency gains. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Zechao Shang (Chinese University of Hong Kong)
- 2. Jeffrey Xu Yu (Chinese University of Hong Kong)
BibTeX Citation
@article{shang_vldb14,
title = {{Auto-Approximation of Graph Computing}},
author = {Shang, Zechao and Yu, Jeffrey Xu},
journal = {PVLDB},
series = {{VLDB} '14},
volume = {7},
number = {14},
doi = {10.14778/2733085.2733090},
url = {https://doi.org/10.14778/2733085.2733090},
year = {2014}
}Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,196 | Ariadne: Online Provenance for Big Graph Analytics | 2019 | SIGMOD | 5.0623376e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0012092602 |
| 22 | Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud | 2012 | VLDB | 0.00055962491 |
| 236 | LinkBench: a Database Benchmark Based on the Facebook Social Graph | 2013 | SIGMOD | 0.00023671522 |
| 372 | Approximate Query Processing: Taming the TeraBytes! A Tutorial | 2001 | VLDB | 0.00019720059 |
| 444 | Trinity: A Distributed Graph Engine on a Memory Cloud | 2013 | SIGMOD | 0.00018177351 |
| 496 | From "Think Like a Vertex" to "Think Like a Graph" | 2014 | VLDB | 0.00017323054 |
| 1,137 | Large Graph Processing in the Cloud | 2010 | SIGMOD | 0.00011870544 |
| 1,504 | Asynchronous Large-Scale Graph Processing Made Easy | 2013 | CIDR | 0.00010455083 |
| 3,145 | Early Accurate Results for Advanced Analytics on MapReduce | 2012 | VLDB | 7.5965257e-05 |
| 3,544 | Unicorn: A System for Searching the Social Graph | 2013 | VLDB | 7.2136759e-05 |
| 5,386 | PREDIcT: Towards Predicting the Runtime of Large Scale Iterative Analytics | 2013 | VLDB | 6.1522468e-05 |
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| 6 | 9,571 | Efficient Algorithms for Pseudoarboricity Computation in Large Static and Dynamic Graphs | 2024 | VLDB |
| 7 | 9,169 | Efficient Approximations of Conjunctive Queries | 2012 | PODS |
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