Micro Adaptivity in Vectorwise

Summary: Micro Adaptivity keeps multiple primitive flavors and uses an epsilon-greedy learner to select a flavor, addressing performance diversity. Implemented in Vectorwise; micro-benchmarks and a TPC-H evaluation show robust, improved performance with less tuning. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: h3433291890e233d3
Venue: SIGMOD
Year: 2013
Pagerank: 7.6469535e-05
Overall Rank: 3,102 | 79.16%
DOI: 10.1145/2463676.2465292

Incoming Non-self Citations Over Time

Authors

1. Bogdan Răducanu (Actian)
2. Peter Boncz (Centrum Wiskunde & Informatica)
3. Marcin Żukowski (Actian; Snowflake)

BibTeX Citation

@inproceedings{raducanu_sigmod13,
        title = {{Micro Adaptivity in Vectorwise}},
        author = {Răducanu, Bogdan and Boncz, Peter and Żukowski, Marcin},
        series = {{SIGMOD} '13},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2463676.2465292},
        url = {https://dl.acm.org/doi/10.1145/2463676.2465292},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
605	Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask	2018	VLDB	0.00015640305
907	Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation	2016	SIGMOD	0.00013157412
1,445	An Architecture for Compiling UDF-centric Workflows	2015	VLDB	0.00010628379
1,487	Photon: A Fast Query Engine for Lakehouse Systems	2022	SIGMOD	0.00010516813
2,139	Quickstep: A Data Platform Based on the Scaling-Up Approach	2018	VLDB	8.9735524e-05
2,348	Filter Before You Parse: Faster Analytics on Raw Data with Sparser	2018	VLDB	8.5972138e-05
2,460	Query Processing on Tensor Computation Runtimes	2022	VLDB	8.4308406e-05
4,796	Permutable Compiled Queries: Dynamically Adapting Compiled Queries without Recompiling	2021	VLDB	6.409726e-05
5,144	The 3D Hash Join: Building On Non-Unique Join Attributes	2022	CIDR	6.2542377e-05
5,772	Database Technology for the Masses: Sub-Operators as First-Class Entities	2021	VLDB	5.9964298e-05
6,444	Grizzly: Efficient Stream Processing Through Adaptive Query Compilation	2020	SIGMOD	5.7807677e-05
7,413	POLAR: Adaptive and Non-invasive Join Order Selection via Plans of Least Resistance	2024	VLDB	5.5316834e-05
7,492	Non-Invasive Progressive Optimization for In-Memory Databases	2016	VLDB	5.5094171e-05
7,966	Excalibur: A Virtual Machine for Adaptive Fine-grained JIT-Compiled Query Execution based on VOILA	2023	VLDB	5.4141361e-05
8,089	Krypton: Real-time Serving and Analytical SQL Engine at ByteDance	2023	VLDB	5.3917406e-05
8,681	Adaptive Code Generation for Data-Intensive Analytics	2021	VLDB	5.288863e-05
10,311	Data Chunk Compaction in Vectorized Execution	2025	SIGMOD	5.0376863e-05
10,325	Out-of-order Execution of Database Queries	2020	VLDB	5.0343502e-05
11,046	Future-Proof Data Systems	2026	VLDB	4.9769913e-05
11,387	Freely Moving Between the OLTP and OLAP Worlds: Hermes – an High-Performance OLAP Accelerator for MySQL	2025	VLDB	4.9769913e-05
11,548	High-Performance Query Processing with NVMe Arrays: Spilling without Killing Performance	2024	SIGMOD	4.9769913e-05

Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
14	MonetDB/X100: Hyper-Pipelining Query Execution	2005	CIDR	0.00064013679
200	Continuously Adaptive Continuous Queries over Streams	2002	SIGMOD	0.00025444144

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