From "Think Like a Vertex" to "Think Like a Graph"
Summary: Shifts from vertex-centric to graph-centric thinking by exposing partition structure, enabling intra-partition computation. Giraph++ atop Apache Giraph yields 63× faster connected components and 204× fewer messages on a 118M-vertex web graph. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 42 of 42 citing papers.
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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 |
|---|---|---|---|---|
| 4 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0019005923 |
| 37 | Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud | 2012 | VLDB | 0.0007522744 |
| 320 | ObjectRank: Authority-Based Keyword Search in Databases | 2004 | VLDB | 0.00027577867 |
| 435 | Efficient Aggregation for Graph Summarization | 2008 | SIGMOD | 0.00023260172 |
| 522 | Differential dataflow | 2013 | CIDR | 0.00021099241 |
| 558 | Trinity: A Distributed Graph Engine on a Memory Cloud | 2013 | SIGMOD | 0.00020168032 |
| 582 | Scalable SPARQL Querying of Large RDF Graphs | 2011 | VLDB | 0.00019723083 |
| 777 | Local Graph Sparsification for Scalable Clustering | 2011 | SIGMOD | 0.0001679862 |
| 1,452 | Asynchronous Large-Scale Graph Processing Made Easy | 2013 | CIDR | 0.00011919499 |
| 1,976 | Towards Effective Partition Management for Large Graphs | 2012 | SIGMOD | 9.8844201e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,494 | Streaming Graph Partitioning: An Experimental Study | 2018 | VLDB | 8.6508229e-05 |
| 5,017 | TurboGraph++: A Scalable and Fast Graph Analytics System | 2018 | SIGMOD | 5.7574792e-05 |
| 4 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0019005923 |
| 396 | One Trillion Edges: Graph Processing at Facebook-Scale | 2015 | VLDB | 0.00024424102 |
| 7,687 | Experimental Analysis of Distributed Graph Systems | 2018 | VLDB | 4.677974e-05 |
| 5,788 | MOCgraph: Scalable Distributed Graph Processing Using Message Online Computing | 2015 | VLDB | 5.3273911e-05 |
| 2,754 | Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems | 2015 | VLDB | 8.169411e-05 |
| 1,408 | An Experimental Comparison of Pregel-like Graph Processing Systems | 2014 | VLDB | 0.00012133511 |
| 2,336 | Optimizing Graph Algorithms on Pregel-like Systems | 2014 | VLDB | 9.0109891e-05 |
| 1,877 | Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation | 2015 | VLDB | 0.00010236803 |