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Twisted Twin: A Collaborative and Competitive Memory Management Approach in HTAP Systems

Summary: T2 (Twisted Twin) is an adaptive memory management scheme for co-located OLTP/OLAP in HTAP that jointly reasons about memory allocation, in-memory column selection, and synchronization effects to avoid SLA violations while improving OLAP efficiency. Uses a Bayesian optimization loop tuned for fluctuating workloads to dynamically balance collaborative sharing and competitive isolation; implemented in GaussDB-HTAP and shown to improve OLTP SLA compliance and OLAP throughput. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13962
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,668 | 25.79%
DOI
10.14778/3748191.3748197

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Showing 21 of 21 cited papers.

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

Rank Cited Paper Year Venue Pagerank
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036721403
237 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00031726304
241 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00031420034
488 TiDB: A Raft-based HTAP Database 2020 VLDB 0.000220409
514 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.0002124895
663 Adaptive Self-Tuning Memory in DB2 2006 VLDB 0.00018469455
858 Efficient Transaction Processing in SAP HANA Database – The End of a Column Store Myth 2012 SIGMOD 0.000158756
1,407 DB-BERT: A Database Tuning Tool that "Reads the Manual" 2022 SIGMOD 0.00012146739
2,020 Magic mirror in my hand, which is the best in the land? An Experimental Evaluation of Index Selection Algorithms 2020 VLDB 9.762624e-05
2,312 Real-Time Analytical Processing with SQL Server 2015 VLDB 9.0530853e-05
2,470 CoPhy: A Scalable, Portable, and Interactive Index Advisor for Large Workloads 2011 VLDB 8.7333019e-05
3,154 The MemSQL Query Optimizer: A modern optimizer for real-time analytics in a distributed database 2016 VLDB 7.4686089e-05
3,595 Database Buffer Size Investigation for OLTP Workloads 1997 SIGMOD 6.9373987e-05
4,399 HUNTER: An Online Cloud Database Hybrid Tuning System for Personalized Requirements 2022 SIGMOD 6.2225151e-05
4,623 Automated Generation of Materialized Views in Oracle 2020 VLDB 6.0411909e-05
5,686 Budget-aware Index Tuning with Reinforcement Learning 2022 SIGMOD 5.3712312e-05
5,865 ByteHTAP: ByteDance’s HTAP System with High Data Freshness and Strong Data Consistency 2022 VLDB 5.296893e-05
5,923 HyBench: A New Benchmark for HTAP Databases 2024 VLDB 5.2721765e-05
5,944 DBSP: Automatic Incremental View Maintenance for Rich Query Languages 2023 VLDB 5.2628186e-05
6,170 PolarDB-IMCI: A Cloud-Native HTAP Database System at Alibaba 2023 SIGMOD 5.171601e-05
6,501 How Good is My HTAP System? 2022 SIGMOD 5.0374293e-05
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