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: 13287
Venue: VLDB
Year: 2023
Pagerank: 4.3430376e-05
Overall Rank: 9,435 | 34.37%
DOI: 10.14778/3625054.3625056

Incoming Non-self Citations Over Time

Authors

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	4.4618187e-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
224	CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies	2004	SIGMOD	0.00032746205
785	StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time	2002	VLDB	0.00016664156
1,254	Selectivity Estimation for Range Predicates using Lightweight Models	2019	VLDB	0.00013027411
1,786	Fast Approximate Correlation for Massive Time-series Data	2010	SIGMOD	0.00010558719
1,889	Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads	2021	VLDB	0.00010200865
1,974	BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data	2003	VLDB	9.8866171e-05
2,837	Correlation Maps: A Compressed Access Method for Exploiting Soft Functional Dependencies	2009	VLDB	8.0414149e-05
2,865	Designing Succinct Secondary Indexing Mechanism by Exploiting Column Correlations	2019	SIGMOD	7.9862595e-05
3,519	BRAID: Stream Mining through Group Lag Correlations	2005	SIGMOD	7.0137199e-05
3,841	Farview: Disaggregated Memory with Operator Off-loading for Database Engines	2022	CIDR	6.7103563e-05
3,867	CORADD: Correlation Aware Database Designer for Materialized Views and Indexes	2010	VLDB	6.683173e-05
3,936	Rethinking Database High Availability with RDMA Networks	2019	VLDB	6.6162264e-05
4,014	Exploiting Correlations for Expensive Predicate Evaluation	2015	SIGMOD	6.5273084e-05
5,740	DINOMO: An Elastic, Scalable, High-Performance Key-Value Store for Disaggregated Persistent Memory	2022	VLDB	5.3466426e-05
6,404	ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation	2019	VLDB	5.0786954e-05
7,803	Hardware Acceleration of Compression and Encryption in SAP HANA	2022	VLDB	4.6468619e-05
8,001	Rethinking Stateful Stream Processing with RDMA	2022	SIGMOD	4.6092573e-05
8,443	Histograms as a Side Effect of Data Movement for Big Data	2014	SIGMOD	4.5119257e-05
8,979	High Performance Stream Query Processing With Correlation-Aware Partitioning	2014	VLDB	4.4170433e-05
9,527	D-RDMA: Bringing Zero-Copy RDMA to Database Systems	2022	CIDR	4.3300608e-05

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4,385	Flexible Query Processor on FPGAs	2013	VLDB	6.2331718e-05
1,786	Fast Approximate Correlation for Massive Time-series Data	2010	SIGMOD	0.00010558719
9,882	DASH: Asynchronous Hardware Data Processing Services	2023	CIDR	4.2643674e-05
8,048	Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration	2020	VLDB	4.5977431e-05
6,404	ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation	2019	VLDB	5.0786954e-05
3,791	Complex Event Detection at Wire Speed with FPGAs	2010	VLDB	6.7624761e-05
5,721	FPGA-based Multithreading for In-Memory Hash Joins	2015	CIDR	5.3525009e-05
950	Data Processing on FPGAs	2009	VLDB	0.00015108484
4,033	In-RDBMS Hardware Acceleration of Advanced Analytics	2018	VLDB	6.5113267e-05
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