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: 13626
Venue: VLDB
Year: 2024
Pagerank: 4.2942813e-05
Overall Rank: 9,731 | 32.31%
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
10,405	Flux: Unifying Heterogeneous Infrastructure for Alibaba AnalyticDB	2025	SIGMOD	4.1945683e-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
2,040	A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics	2020	SIGMOD	9.7057698e-05
2,651	HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines	2019	VLDB	8.3694317e-05
3,305	Robust Query Processing in Co-Processor-accelerated Databases	2016	SIGMOD	7.2460965e-05
3,327	Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects	2020	SIGMOD	7.2205738e-05
4,498	GaccO - A GPU-accelerated OLTP DBMS	2022	SIGMOD	6.138538e-05
4,770	The Case For Heterogeneous HTAP	2017	CIDR	5.9338845e-05
4,999	Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources	2017	VLDB	5.7752801e-05
5,019	Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS	2022	VLDB	5.7559197e-05
5,040	Tile-based Lightweight Integer Compression in GPU	2022	SIGMOD	5.7425187e-05
5,125	The Art of Balance: A RateupDBTM Experience of Building a CPU/GPU Hybrid Database Product	2021	VLDB	5.679423e-05
5,578	Ocelot/HyPE: Optimized Data Processing on Heterogeneous Hardware	2014	VLDB	5.4252837e-05
5,799	CGgraph: An Ultra-fast Graph Processing System on Modern Commodity CPU-GPU Co-processor	2024	VLDB	5.3219334e-05
6,861	HetCache: Synergising NVMe Storage and GPU acceleration for Memory-Efficient Analytics	2023	CIDR	4.905263e-05
8,221	Enabling Transparent Acceleration of Big Data Frameworks Using Heterogeneous Hardware	2022	VLDB	4.5556812e-05

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