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 (Technion)
- 2. Moshe Gabel (University of Toronto)
- 3. Assaf Schuster (Technion)
BibTeX Citation
@inproceedings{sivan_sigmod22,
title = {{AutoMon: Automatic Distributed Monitoring for Arbitrary Multivariate Functions}},
author = {Sivan, Hadar and Gabel, Moshe and Schuster, Assaf},
series = {{SIGMOD} '22},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3514221.3517866},
url = {https://dl.acm.org/doi/10.1145/3514221.3517866},
year = {2022}
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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 |
|---|---|---|---|---|
| 230 | Gigascope: A Stream Database for Network Applications | 2003 | SIGMOD | 0.00023891474 |
| 2,596 | A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams | 2006 | SIGMOD | 8.3627764e-05 |
| 3,419 | DPaxos: Managing Data Closer to Users for Low-Latency and Mobile Applications | 2018 | SIGMOD | 7.4285044e-05 |
| 4,142 | Statistical Analysis of Sketch Estimators | 2007 | SIGMOD | 6.8764637e-05 |
| 4,306 | WANalytics: Geo-Distributed Analytics for a Data Intensive World | 2015 | SIGMOD | 6.7702911e-05 |
| 4,989 | Shape Sensitive Geometric Monitoring | 2008 | PODS | 6.4106441e-05 |
| 6,124 | Pixida: Optimizing Data Parallel Jobs in Wide-Area Data Analytics | 2016 | VLDB | 5.967889e-05 |
| 7,752 | Sketch-based Geometric Monitoring of Distributed Stream Queries | 2013 | VLDB | 5.5521918e-05 |
| 8,501 | Prediction-Based Geometric Monitoring Over Distributed Data Streams | 2012 | SIGMOD | 5.4132745e-05 |
| 12,155 | Monitoring Distributed Streams using Convex Decompositions | 2015 | VLDB | 5.093636e-05 |
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