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 |
|---|---|---|---|---|
| 217 | Ripple Joins for Online Aggregation | 1999 | SIGMOD | 0.00033536712 |
| 314 | MillWheel: Fault-Tolerant Stream Processing at Internet Scale | 2013 | VLDB | 0.00028084774 |
| 328 | An Architecture for Parallel Topic Models | 2010 | VLDB | 0.0002728514 |
| 824 | Twitter Heron: Stream Processing at Scale | 2015 | SIGMOD | 0.0001623129 |
| 1,226 | Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management | 2013 | SIGMOD | 0.00013180799 |
| 1,340 | Scalable Distributed Stream Processing | 2003 | CIDR | 0.00012489223 |
| 1,357 | Highly Available, Fault-Tolerant, Parallel Dataflows | 2004 | SIGMOD | 0.00012392275 |
| 1,990 | Fault-Tolerance in the Borealis Distributed Stream Processing System | 2005 | SIGMOD | 9.8472819e-05 |
| 2,198 | Continuous Analytics Over Discontinuous Streams | 2010 | SIGMOD | 9.308495e-05 |
| 2,202 | A Scalable Hash Ripple Join Algorithm | 2002 | SIGMOD | 9.2987417e-05 |
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