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06/19/2023
Co-design Hardware and Algorithm for Vector Search
Vector search has emerged as the foundation for large-scale information ...
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04/06/2023
Data Processing with FPGAs on Modern Architectures
Trends in hardware, the prevalence of the cloud, and the rise of highly ...
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08/19/2022
Resource Allocation in Serverless Query Processing
Data lakes hold a growing amount of cold data that is infrequently acces...
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08/15/2022
ECI: a Customizable Cache Coherency Stack for Hybrid FPGA-CPU Architectures
Unlike other accelerators, FPGAs are capable of supporting cache coheren...
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02/14/2022
Short-lived Datacenter
Serverless platforms have attracted attention due to their promise of el...
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12/01/2021
How to use Persistent Memory in your Database
Persistent or Non Volatile Memory (PMEM or NVM) has recently become comm...
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08/20/2021
From Research to Proof-of-Concept: Analysis of a Deployment of FPGAs on a Commercial Search Engine
FPGAs are quickly becoming available in the cloud as a one more heteroge...
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06/13/2021
Farview: Disaggregated Memory with Operator Off-loading for Database Engines
Cloud deployments disaggregate storage from compute, providing more flex...
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05/17/2021
Towards Demystifying Serverless Machine Learning Training
The appeal of serverless (FaaS) has triggered a growing interest on how ...
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04/26/2021
Evaluating Query Languages and Systems for High-Energy Physics Data
In the domain of high-energy physics (HEP), query languages in general a...
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10/12/2020
MicroRec: Efficient Recommendation Inference by Hardware and Data Structure Solutions
Deep neural networks are widely used in personalized recommendation syst...
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05/24/2020
HyperLogLog Sketch Acceleration on FPGA
Data sketches are a set of widely used approximated data summarizing tec...
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05/09/2020
Benchmarking High Bandwidth Memory on FPGAs
FPGAs are starting to be enhanced with High Bandwidth Memory (HBM) as a ...
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04/23/2020
Using DSP Slices as Content-Addressable Update Queues
Content-Addressable Memory (CAM) is a powerful abstraction for building ...
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04/07/2020
Modularis: Modular Data Analytics for Hardware, Software, and Platform Heterogeneity
Today's data analytics displays an overwhelming diversity along many dim...
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04/04/2020
The Collection Virtual Machine: An Abstraction for Multi-Frontend Multi-Backend Data Analysis
Getting the best performance from the ever-increasing number of hardware...
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04/02/2020
High Bandwidth Memory on FPGAs: A Data Analytics Perspective
FPGA-based data processing in datacenters is increasing in popularity du...
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12/02/2019
Lambada: Interactive Data Analytics on Cold Data using Serverless Cloud Infrastructure
The promise of ultimate elasticity and operational simplicity of serverl...
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10/25/2019
Rumble: data independence when data is in a mess
This paper introduces Rumble, an engine that executes JSONiq queries on ...
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10/20/2019
Demystifying Graph Databases: Analysis and Taxonomy of Data Organization, System Designs, and Graph Queries
Graph processing has become an important part of multiple areas of compu...
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03/29/2019
SysML: The New Frontier of Machine Learning Systems
Machine learning (ML) techniques are enjoying rapidly increasing adoptio...
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03/08/2019
Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-precision Learning (Technical Report)
Learning from the data stored in a database is an important function inc...
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03/08/2019
Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-precision Learning
Learning from the data stored in a database is an important function inc...
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09/01/2018
Pay One, Get Hundreds for Free: Reducing Cloud Costs through Shared Query Execution
Cloud-based data analysis is nowadays common practice because of the low...
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02/27/2018