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 | 0.0019040811 |
| 39 | Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud | 2012 | VLDB | 0.00075263552 |
| 320 | ObjectRank: Authority-Based Keyword Search in Databases | 2004 | VLDB | 0.00027574254 |
| 435 | Efficient Aggregation for Graph Summarization | 2008 | SIGMOD | 0.00023268266 |
| 524 | Differential dataflow | 2013 | CIDR | 0.00021093133 |
| 558 | Trinity: A Distributed Graph Engine on a Memory Cloud | 2013 | SIGMOD | 0.00020158056 |
| 587 | Scalable SPARQL Querying of Large RDF Graphs | 2011 | VLDB | 0.00019623493 |
| 773 | Local Graph Sparsification for Scalable Clustering | 2011 | SIGMOD | 0.00016788213 |
| 1,449 | Asynchronous Large-Scale Graph Processing Made Easy | 2013 | CIDR | 0.00011928716 |
| 1,977 | Towards Effective Partition Management for Large Graphs | 2012 | SIGMOD | 9.8780062e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,497 | Streaming Graph Partitioning: An Experimental Study | 2018 | VLDB | 8.6427191e-05 |
| 5,014 | TurboGraph++: A Scalable and Fast Graph Analytics System | 2018 | SIGMOD | 5.7519428e-05 |
| 4 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0019040811 |
| 395 | One Trillion Edges: Graph Processing at Facebook-Scale | 2015 | VLDB | 0.00024440144 |
| 7,688 | Experimental Analysis of Distributed Graph Systems | 2018 | VLDB | 4.6735925e-05 |
| 5,780 | MOCgraph: Scalable Distributed Graph Processing Using Message Online Computing | 2015 | VLDB | 5.327262e-05 |
| 2,761 | Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems | 2015 | VLDB | 8.1616217e-05 |
| 1,410 | An Experimental Comparison of Pregel-like Graph Processing Systems | 2014 | VLDB | 0.00012127229 |
| 2,332 | Optimizing Graph Algorithms on Pregel-like Systems | 2014 | VLDB | 9.0173968e-05 |
| 1,876 | Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation | 2015 | VLDB | 0.00010242818 |