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)
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 |
|---|---|---|---|---|
| 323 | Gigascope: A Stream Database for Network Applications | 2003 | SIGMOD | 0.00027492196 |
| 2,920 | A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams | 2006 | SIGMOD | 7.9001024e-05 |
| 3,799 | DPaxos: Managing Data Closer to Users for Low-Latency and Mobile Applications | 2018 | SIGMOD | 6.7589543e-05 |
| 4,046 | WANalytics: Geo-Distributed Analytics for a Data Intensive World | 2015 | SIGMOD | 6.4979392e-05 |
| 4,237 | Statistical Analysis of Sketch Estimators | 2007 | SIGMOD | 6.3333486e-05 |
| 5,051 | Shape Sensitive Geometric Monitoring | 2008 | PODS | 5.7340225e-05 |
| 6,109 | Pixida: Optimizing Data Parallel Jobs in Wide-Area Data Analytics | 2016 | VLDB | 5.2059441e-05 |
| 7,699 | Sketch-based Geometric Monitoring of Distributed Stream Queries | 2013 | VLDB | 4.6746076e-05 |
| 8,495 | Prediction-Based Geometric Monitoring Over Distributed Data Streams | 2012 | SIGMOD | 4.4984289e-05 |
| 11,957 | Monitoring Distributed Streams using Convex Decompositions | 2015 | VLDB | 4.1945683e-05 |
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