AutoMon: Automatic Distributed Monitoring for Arbitrary Multivariate Functions
Summary: AutoMon provides a general, automatic approach to distributed monitoring of multivariate functions across streams. It derives an estimate from the function’s source, avoiding central data collection and enabling communication-efficient monitoring for DNN inference. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Hadar Sivan
- 2. Moshe Gabel
- 3. Assaf Schuster
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Outgoing Citations (Sorted by Pagerank)
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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 |
|---|---|---|---|---|
| 324 | Gigascope: A Stream Database for Network Applications | 2003 | SIGMOD | 0.00027465124 |
| 2,921 | A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams | 2006 | SIGMOD | 7.897272e-05 |
| 3,763 | DPaxos: Managing Data Closer to Users for Low-Latency and Mobile Applications | 2018 | SIGMOD | 6.7762489e-05 |
| 4,053 | WANalytics: Geo-Distributed Analytics for a Data Intensive World | 2015 | SIGMOD | 6.4916925e-05 |
| 4,239 | Statistical Analysis of Sketch Estimators | 2007 | SIGMOD | 6.3273184e-05 |
| 5,045 | Shape Sensitive Geometric Monitoring | 2008 | PODS | 5.7332856e-05 |
| 6,102 | Pixida: Optimizing Data Parallel Jobs in Wide-Area Data Analytics | 2016 | VLDB | 5.2059254e-05 |
| 7,697 | Sketch-based Geometric Monitoring of Distributed Stream Queries | 2013 | VLDB | 4.6701245e-05 |
| 8,493 | Prediction-Based Geometric Monitoring Over Distributed Data Streams | 2012 | SIGMOD | 4.494116e-05 |
| 11,965 | Monitoring Distributed Streams using Convex Decompositions | 2015 | VLDB | 4.1905499e-05 |
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| Overall Rank | Paper | Year | Venue | Pagerank |
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| 11,861 | Scalable Approximate Query Tracking over Highly Distributed Data Streams | 2016 | SIGMOD | 4.1905499e-05 |
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| 7,697 | Sketch-based Geometric Monitoring of Distributed Stream Queries | 2013 | VLDB | 4.6701245e-05 |
| 1,394 | Sketching Streams Through the Net: Distributed Approximate Query Tracking | 2005 | VLDB | 0.00012218557 |
| 743 | Distributed Top-K Monitoring | 2003 | SIGMOD | 0.00017318557 |
| 7,452 | Distributed Online Tracking | 2015 | SIGMOD | 4.7218383e-05 |
| 8,767 | STAR: Self-Tuning Aggregation for Scalable Monitoring | 2007 | VLDB | 4.4520434e-05 |
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| 2,921 | A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams | 2006 | SIGMOD | 7.897272e-05 |
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