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: 13288
Venue: VLDB
Year: 2023
Pagerank: 4.3389137e-05
Overall Rank: 9,440 | 34.40%
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
8,706	nsDB: Architecting the Next Generation Database by Integrating Neural and Symbolic Systems	2024	VLDB	4.4587004e-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	0.00032743209
783	StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time	2002	VLDB	0.00016648503
1,239	Selectivity Estimation for Range Predicates using Lightweight Models	2019	VLDB	0.00013091459
1,784	Fast Approximate Correlation for Massive Time-series Data	2010	SIGMOD	0.00010548792
1,887	Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads	2021	VLDB	0.00010201938
1,976	BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data	2003	VLDB	9.8784644e-05
2,841	Correlation Maps: A Compressed Access Method for Exploiting Soft Functional Dependencies	2009	VLDB	8.0396876e-05
2,868	Designing Succinct Secondary Indexing Mechanism by Exploiting Column Correlations	2019	SIGMOD	7.9856878e-05
3,524	BRAID: Stream Mining through Group Lag Correlations	2005	SIGMOD	7.0075162e-05
3,829	Farview: Disaggregated Memory with Operator Off-loading for Database Engines	2022	CIDR	6.7187307e-05
3,868	CORADD: Correlation Aware Database Designer for Materialized Views and Indexes	2010	VLDB	6.6786821e-05
3,925	Rethinking Database High Availability with RDMA Networks	2019	VLDB	6.621264e-05
4,022	Exploiting Correlations for Expensive Predicate Evaluation	2015	SIGMOD	6.5185189e-05
5,159	DINOMO: An Elastic, Scalable, High-Performance Key-Value Store for Disaggregated Persistent Memory	2022	VLDB	5.6509885e-05
6,400	ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation	2019	VLDB	5.0739311e-05
7,805	Hardware Acceleration of Compression and Encryption in SAP HANA	2022	VLDB	4.642406e-05
8,004	Rethinking Stateful Stream Processing with RDMA	2022	SIGMOD	4.6048388e-05
8,433	Histograms as a Side Effect of Data Movement for Big Data	2014	SIGMOD	4.5078508e-05
8,986	High Performance Stream Query Processing With Correlation-Aware Partitioning	2014	VLDB	4.4128163e-05
9,528	D-RDMA: Bringing Zero-Copy RDMA to Database Systems	2022	CIDR	4.3259125e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,383	Flexible Query Processor on FPGAs	2013	VLDB	6.2274297e-05
1,784	Fast Approximate Correlation for Massive Time-series Data	2010	SIGMOD	0.00010548792
9,881	DASH: Asynchronous Hardware Data Processing Services	2023	CIDR	4.2602815e-05
8,050	Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration	2020	VLDB	4.5933331e-05
6,400	ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation	2019	VLDB	5.0739311e-05
3,793	Complex Event Detection at Wire Speed with FPGAs	2010	VLDB	6.7561977e-05
5,732	FPGA-based Multithreading for In-Memory Hash Joins	2015	CIDR	5.3473621e-05
948	Data Processing on FPGAs	2009	VLDB	0.0001510759
4,040	In-RDBMS Hardware Acceleration of Advanced Analytics	2018	VLDB	6.5052227e-05
2,279	Streams on Wires — A Query Compiler for FPGAs	2009	VLDB	9.1249844e-05