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Auto-Tuning with Reinforcement Learning for Permissioned Blockchain Systems

Summary: Athena: an auto-tuner for Hyperledger Fabric using a novel PB‑MADDPG multi‑agent RL to optimize heterogeneous, distributed node parameters. By selecting high‑impact knobs, Athena yields up to 470% throughput and 75% latency improvements on a 12-peer/7-orderer Fabric, competitive with CDBTune/Qtune/ResTune. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
12972
Venue
VLDB
Year
2023
Pagerank
4.1905499e-05
Overall Rank
11,227 | 21.98%
DOI
10.14778/3579075.3579076

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Showing 16 of 16 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 0.00036859633
510 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.00021420477
717 Towards Scaling Blockchain Systems via Sharding 2019 SIGMOD 0.00017622739
779 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00016719473
1,243 Blurring the Lines between Blockchains and Database Systems: the Case of Hyperledger Fabric 2019 SIGMOD 0.00013087603
1,816 An Inquiry into Machine Learning-based Automatic Configuration Tuning Services on Real-World Database Management Systems 2021 VLDB 0.00010438512
1,979 Blockchain Meets Database: Design and Implementation of a Blockchain Relational Database 2019 VLDB 9.8749371e-05
2,535 A Transactional Perspective on Execute-order-validate Blockchains 2020 SIGMOD 8.5817279e-05
2,617 LedgerDB: A Centralized Ledger Database for Universal Audit and Verification 2020 VLDB 8.4443822e-05
3,692 iBTune: Individualized Buffer Tuning for Large-scale Cloud Databases 2019 VLDB 6.8328808e-05
3,995 ResTune: Resource Oriented Tuning Boosted by Meta-Learning for Cloud Databases 2021 SIGMOD 6.5475871e-05
4,180 LlamaTune: Sample-Efficient DBMS Configuration Tuning 2022 VLDB 6.3725334e-05
4,235 CGPTuner: a Contextual Gaussian Process Bandit Approach for the Automatic Tuning of IT Configurations Under Varying Workload Conditions 2021 VLDB 6.3297728e-05
4,730 UDO: Universal Database Optimization using Reinforcement Learning 2021 VLDB 5.9604983e-05
6,101 Blockchains vs. Distributed Databases: Dichotomy and Fusion 2021 SIGMOD 5.206206e-05
7,185 Why Do My Blockchain Transactions Fail? A Study of Hyperledger Fabric 2021 SIGMOD 4.8020957e-05
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