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Modeling Concurrency Control as a Learnable Function

Summary: NeurCC learns concurrency-control decisions as a state-to-action function, encoded in an efficient in-database lookup table. Bayesian optimization plus graph-reduction search enables rapid adaptation to workload drift and consistently higher throughput than five state-of-the-art CC schemes. (summarized by gpt-5.6-luna on Jul 26 2026)

Paper ID
7461
Venue
SIGMOD
Year
2026
Pagerank
5.173224e-05
Overall Rank
10,033 | 31.17%
DOI
10.1145/3802088

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{pan_sigmod26,
        title = {{Modeling Concurrency Control as a Learnable Function}},
        author = {Pan, Hexiang and Cai, Shaofeng and Dinh, Tien Tuan Anh and Wu, Yuncheng and Chee, Yeow Meng and Chen, Gang and Ooi, Beng Chin},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3802088},
        url = {https://dl.acm.org/doi/10.1145/3802088},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 31 of 31 cited papers.

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

Rank Cited Paper Year Venue Pagerank
57 Calvin: Fast Distributed Transactions for Partitioned Database Systems 2012 SIGMOD 0.00040139242
83 H-Store: A High-Performance, Distributed Main Memory Transaction Processing System 2008 VLDB 0.00036185259
461 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00018068441
471 Skew-Aware Automatic Database Partitioning in Shared-Nothing, Parallel OLTP Systems 2012 SIGMOD 0.0001793564
473 Staring into the Abyss: An Evaluation of Concurrency Control with One Thousand Cores 2015 VLDB 0.00017900942
760 Cicada: Dependably Fast Multi-Core In-Memory Transactions 2017 SIGMOD 0.0001425909
903 An Empirical Evaluation of In-Memory Multi-Version Concurrency Control 2017 VLDB 0.0001332486
1,063 High Performance Transactions via Early Write Visibility 2017 VLDB 0.00012343623
1,092 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012221946
1,141 Mostly-Optimistic Concurrency Control for Highly Contended Dynamic Workloads on a Thousand Cores 2017 VLDB 0.0001200422
1,700 Aria: A Fast and Practical Deterministic OLTP Database 2020 VLDB 9.9726588e-05
2,040 Efficient Optimistic Concurrency Control Using Loosely Synchronized Clocks 1995 SIGMOD 9.2704638e-05
2,419 Towards a Non-2PC Transaction Management in Distributed Database Systems 2016 SIGMOD 8.6054486e-05
3,198 Scaling Multicore Databases via Constrained Parallel Execution 2016 SIGMOD 7.6434062e-05
3,385 Load Control for Locking: The 'Half-and-Half' Approach 1990 PODS 7.4544138e-05
3,786 Releasing Locks As Early As You Can: Reducing Contention of Hotspots by Violating Two-Phase Locking 2021 SIGMOD 7.1264581e-05
4,297 Graph Analytics Through Fine-Grained Parallelism 2016 SIGMOD 6.7770261e-05
4,356 Adaptive Concurrency Control: Despite the Looking Glass, One Concurrency Control Does Not Fit All 2017 CIDR 6.7470661e-05
4,816 A Top-Down Approach to Achieving Performance Predictability in Database Systems 2017 SIGMOD 6.4949878e-05
4,829 Strong consistency is not hard to get: Two-Phase Locking and Two-Phase Commit on Thousands of Cores 2019 VLDB 6.4882686e-05
5,810 Performance Evaluation of an Adaptive and Robust Load Control Method for the Avoidance of Data-Contention Thrashing 1992 VLDB 6.0787515e-05
6,323 Modeling Shifting Workloads for Learned Database Systems 2024 SIGMOD 5.9141228e-05
6,361 Contention-Aware Lock Scheduling for Transactional Databases 2018 VLDB 5.9009048e-05
6,372 Bringing Modular Concurrency Control to the Next Level 2017 SIGMOD 5.8960213e-05
6,916 Polaris: Enabling Transaction Priority in Optimistic Concurrency Control 2023 SIGMOD 5.7401967e-05
8,221 NeurDB: On the Design and Implementation of an AI-powered Autonomous Database 2025 CIDR 5.4640314e-05
8,840 Low-Latency Transaction Scheduling via Userspace Interrupts: Why Wait or Yield When You Can Preempt? 2025 SIGMOD 5.3589906e-05
9,130 A Hybrid Approach to Integrating Deterministic and Non-deterministic Concurrency Control in Database Systems 2025 VLDB 5.318565e-05
9,517 Are Database System Researchers Making Correct Assumptions About Transaction Workloads? 2025 SIGMOD 5.2566631e-05
10,013 Rebirth-Retire: A Concurrency Control Protocol Adaptable to Different Levels of Contention 2025 VLDB 5.1770751e-05
10,014 TxnSails: Achieving Serializable Transaction Scheduling with Self-Adaptive Isolation Level Selection 2025 VLDB 5.1770751e-05
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