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TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap

Summary: Analyzes the gap between irregular SQL and uniform tensor runtimes; derives guidelines (var-length storage, tensorized joins/aggregates, multi-XPU mapping) to bridge it. Implements TQEx—tensor-based engine with tailored storage/operators—up to 41.9× vs TQP and ~12–28× vs DuckDB/HeavyDB on TPC-H. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID
7621
Venue
SIGMOD
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,409 | 28.59%
DOI
10.1145/3769835

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

BibTeX Citation

@inproceedings{zhang_sigmod26,
        title = {{TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap}},
        author = {Zhang, Haitao and Pang, Ran and Zhu, Yuanyuan and Zhang, Hao and Gao, Congli and Zhong, Ming and Jiang, Jiawei and Qian, Tieyun and Yu, Jeffrey Xu},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3769835},
        url = {https://dl.acm.org/doi/10.1145/3769835},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 35 of 35 cited papers.

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

Rank Cited Paper Year Venue Pagerank
209 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00024932174
241 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023654664
252 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00023242719
360 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00020182846
445 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00018336751
712 Efficient Implementation of Sorting on Multi-Core SIMD CPU Architecture 2008 VLDB 0.0001468812
823 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00013792901
912 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013269804
1,177 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD 0.00011808761
1,265 An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory 2016 SIGMOD 0.00011415709
1,379 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010970894
1,466 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 0.0001068941
1,574 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 0.00010321274
1,666 HippogriffDB: Balancing I/O and GPU Bandwidth in Big Data Analytics 2016 VLDB 0.00010068964
1,757 Velox: Meta's Unified Execution Engine 2022 VLDB 9.8166984e-05
1,977 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.3641101e-05
2,000 Data Management for Data Science: Towards Embedded Analytics 2020 CIDR 9.3336258e-05
2,504 Concurrent Analytical Query Processing with GPUs 2014 VLDB 8.4963369e-05
2,566 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.4116562e-05
2,823 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.0893814e-05
2,848 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 8.0538815e-05
3,178 Why it is time for a HyPE: A Hybrid Query Processing Engine for Efficient GPU Coprocessing in DBMS 2013 VLDB 7.6630901e-05
3,582 The Composable Data Management System Manifesto 2023 VLDB 7.2869486e-05
3,890 GaccO - A GPU-accelerated OLTP DBMS 2022 SIGMOD 7.0435206e-05
4,089 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 6.9096857e-05
4,144 Tile-based Lightweight Integer Compression in GPU 2022 SIGMOD 6.8744592e-05
4,243 Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS 2022 VLDB 6.8073248e-05
4,585 Data-Parallel Query Processing on Non-Uniform Data 2020 VLDB 6.6175897e-05
4,862 Caribou: Intelligent Distributed Storage 2017 VLDB 6.4741258e-05
5,422 GPU Database Systems Characterization and Optimization 2024 VLDB 6.2245373e-05
5,469 Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine 2024 SIGMOD 6.2073056e-05
7,591 Efficiently Processing Joins and Grouped Aggregations on GPUs 2025 SIGMOD 5.5900315e-05
8,439 New Query Optimization Techniques in the Spark Engine of Azure Synapse 2022 VLDB 5.4248071e-05
8,962 Automatic Contention Detection and Amelioration for Data-Intensive Operations 2010 SIGMOD 5.3435928e-05
9,439 GPH: An Efficient and Effective Perfect Hashing Scheme for GPU Architectures 2025 SIGMOD 5.2685863e-05
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