Workload Placement on Heterogeneous CPU-GPU Systems

Summary: Survey of workload placement strategies for heterogeneous CPU–GPU systems, analyzing tradeoffs among processor characteristics, workload traits, data locality, implementation variants, and runtime prediction for performance-cost optimization. Identifies open challenges and future research directions for multi-device code and placement policies. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13627
Venue: VLDB
Year: 2024
Pagerank: 4.2901665e-05
Overall Rank: 9,730 | 32.38%
DOI: 10.14778/3685800.3685845

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,416	Flux: Unifying Heterogeneous Infrastructure for Alibaba AnalyticDB	2025	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
2,044	A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics	2020	SIGMOD	9.6963999e-05
2,659	HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines	2019	VLDB	8.3615158e-05
3,307	Robust Query Processing in Co-Processor-accelerated Databases	2016	SIGMOD	7.2391191e-05
3,328	Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects	2020	SIGMOD	7.2136181e-05
4,500	GaccO - A GPU-accelerated OLTP DBMS	2022	SIGMOD	6.1326735e-05
4,774	The Case For Heterogeneous HTAP	2017	CIDR	5.9279395e-05
4,996	Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources	2017	VLDB	5.7697228e-05
5,018	Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS	2022	VLDB	5.7503878e-05
5,039	Tile-based Lightweight Integer Compression in GPU	2022	SIGMOD	5.7369993e-05
5,129	The Art of Balance: A RateupDBTM Experience of Building a CPU/GPU Hybrid Database Product	2021	VLDB	5.6724875e-05
5,584	Ocelot/HyPE: Optimized Data Processing on Heterogeneous Hardware	2014	VLDB	5.4201842e-05
5,811	CGgraph: An Ultra-fast Graph Processing System on Modern Commodity CPU-GPU Co-processor	2024	VLDB	5.3168243e-05
6,861	HetCache: Synergising NVMe Storage and GPU acceleration for Memory-Efficient Analytics	2023	CIDR	4.9005561e-05
8,220	Enabling Transparent Acceleration of Big Data Frameworks Using Heterogeneous Hardware	2022	VLDB	4.5513133e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
11,069	OLAP on Modern Chiplet-Based Processors	2024	VLDB	4.1905499e-05
948	Data Processing on FPGAs	2009	VLDB	0.0001510759
5,065	Query Co-Processing on Commodity Processors	2006	VLDB	5.7168759e-05
6,068	GPU Database Systems Characterization and Optimization	2024	VLDB	5.2240241e-05
10,860	Analyzing Near-Network Hardware Acceleration with Co-Processing on DPUs	2025	VLDB	4.1905499e-05
5,111	Adaptive NUMA-aware data placement and task scheduling for analytical workloads in main-memory column-stores	2017	VLDB	5.6855393e-05
9,970	Data Movement-Aware GPU Sharing for Data-Intensive Systems	2026	CIDR	4.1905499e-05
7,914	Resource Bricolage for Parallel Database Systems	2015	VLDB	4.6136905e-05
7,038	Demonstrating Efficient Query Processing in Heterogeneous Environments	2014	SIGMOD	4.8500241e-05
4,996	Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources	2017	VLDB	5.7697228e-05