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Adaptive Asynchronous Parallelization of Graph Algorithms

Summary: Adaptive Asynchronous Parallel (AAP) dynamically tunes progress among BSP, AP, and SSP to reduce stragglers and stale work in graph computations. Under GRAPE, AAP unifies these models, optimally simulates MapReduce/PRAM/BSP/AP/SSP, and guarantees convergence for monotone fixpoint algorithms with observed speedups on graphs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5564
Venue
SIGMOD
Year
2018
Pagerank
4.91158e-05
Overall Rank
6,835 | 52.46%
DOI
10.1145/3183713.3196918

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