AMNES: Accelerating the computation of data correlation using FPGAs

Summary: AMNES offloads correlation computation to an FPGA-based NIC, processing streams at network line-rate (100 Gbps RDMA) for near-data/in-network analytics. Customized FPGA pipeline bypasses CPU/GPU to compute correlations among 64 streams in ~10 ms—an order-of-magnitude speedup over CPU/GPU baselines. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13475
Venue: VLDB
Year: 2023
Pagerank: 5.2430158e-05
Overall Rank: 9,648 | 33.81%
DOI: 10.14778/3625054.3625056

Incoming Non-self Citations Over Time

Authors

1. Monica Chiosa (ETH Zurich)
2. Thomas B. Preußer (AMD)
3. Michaela Blott (AMD)
4. Gustavo Alonso (ETH Zurich)

BibTeX Citation

@article{chiosa_vldb23,
        title = {{AMNES: Accelerating the computation of data correlation using FPGAs}},
        author = {Chiosa, Monica and Preußer, Thomas B. and Blott, Michaela and Alonso, Gustavo},
        journal = {PVLDB},
        series = {{VLDB} '23},
        volume = {16},
        number = {13},
        pages = {4174--4187},
        doi = {10.14778/3625054.3625056},
        url = {https://doi.org/10.14778/3625054.3625056},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,716	nsDB: Architecting the Next Generation Database by Integrating Neural and Symbolic Systems	2024	VLDB	5.3776746e-05

Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
159	CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies	2004	SIGMOD	0.00028129426
668	StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time	2002	VLDB	0.00015166017
697	Selectivity Estimation for Range Predicates using Lightweight Models	2019	VLDB	0.00014888851
1,174	Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads	2021	VLDB	0.00011817414
1,648	BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data	2003	VLDB	0.00010120668
1,764	Fast Approximate Correlation for Massive Time-series Data	2010	SIGMOD	9.8120315e-05
2,213	Designing Succinct Secondary Indexing Mechanism by Exploiting Column Correlations	2019	SIGMOD	8.9410226e-05
2,302	Correlation Maps: A Compressed Access Method for Exploiting Soft Functional Dependencies	2009	VLDB	8.7808696e-05
3,196	Farview: Disaggregated Memory with Operator Off-loading for Database Engines	2022	CIDR	7.6467469e-05
3,243	Rethinking Database High Availability with RDMA Networks	2019	VLDB	7.6051655e-05
3,391	BRAID: Stream Mining through Group Lag Correlations	2005	SIGMOD	7.4518238e-05
3,449	CORADD: Correlation Aware Database Designer for Materialized Views and Indexes	2010	VLDB	7.4074656e-05
3,945	Exploiting Correlations for Expensive Predicate Evaluation	2015	SIGMOD	7.0055154e-05
4,276	DINOMO: An Elastic, Scalable, High-Performance Key-Value Store for Disaggregated Persistent Memory	2022	VLDB	6.7877967e-05
6,143	ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation	2019	VLDB	5.9622615e-05
7,604	Hardware Acceleration of Compression and Encryption in SAP HANA	2022	VLDB	5.5853563e-05
7,814	Rethinking Stateful Stream Processing with RDMA	2022	SIGMOD	5.5389009e-05
8,420	Histograms as a Side Effect of Data Movement for Big Data	2014	SIGMOD	5.4279873e-05
8,996	High Performance Stream Query Processing With Correlation-Aware Partitioning	2014	VLDB	5.3357805e-05
9,668	D-RDMA: Bringing Zero-Copy RDMA to Database Systems	2022	CIDR	5.2392753e-05

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