Toward High-Performance Distributed Stream Processing via Approximate Fault Tolerance
Summary: AF-Stream enables approximate fault tolerance for distributed streaming by adaptively issuing backups with bounded error, reducing backup overhead. An extensible programming model with a small set of threshold knobs supports diverse streaming algorithms, delivering high throughput and robust accuracy after failures in EC2 experiments. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Qun Huang
- 2. Patrick P. C. Lee
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 216 | Ripple Joins for Online Aggregation | 1999 | SIGMOD | 0.00033560137 |
| 314 | MillWheel: Fault-Tolerant Stream Processing at Internet Scale | 2013 | VLDB | 0.00028059664 |
| 330 | An Architecture for Parallel Topic Models | 2010 | VLDB | 0.00027271063 |
| 822 | Twitter Heron: Stream Processing at Scale | 2015 | SIGMOD | 0.00016226851 |
| 1,226 | Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management | 2013 | SIGMOD | 0.00013168869 |
| 1,343 | Scalable Distributed Stream Processing | 2003 | CIDR | 0.00012478318 |
| 1,362 | Highly Available, Fault-Tolerant, Parallel Dataflows | 2004 | SIGMOD | 0.00012380613 |
| 1,995 | Fault-Tolerance in the Borealis Distributed Stream Processing System | 2005 | SIGMOD | 9.83817e-05 |
| 2,204 | Continuous Analytics Over Discontinuous Streams | 2010 | SIGMOD | 9.2986554e-05 |
| 2,208 | A Scalable Hash Ripple Join Algorithm | 2002 | SIGMOD | 9.2887018e-05 |
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