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AdaChain: A Learned Adaptive Blockchain

Summary: AdaChain uses reinforcement learning to adaptively select among permissioned blockchain architectures to maximize effective throughput under dynamic, heterogeneous smart-contract workloads. It performs secure runtime architecture switches, converges quickly, and outperforms fixed designs with low overhead. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h367220bc17421786
Venue
VLDB
Year
2023
Pagerank
5.042478e-05
Overall Rank
10,293 | 30.82%
DOI
10.14778/3594512.3594531
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{wu_vldb23,
        title = {{AdaChain: A Learned Adaptive Blockchain}},
        author = {Wu, Chenyuan and Mehta, Bhavana and Amiri, Mohammad Javad and Marcus, Ryan and Loo, Boon Thau},
        journal = {PVLDB},
        series = {{VLDB} '23},
        volume = {16},
        number = {8},
        pages = {2033--2046},
        doi = {10.14778/3594512.3594531},
        url = {https://doi.org/10.14778/3594512.3594531},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank Citing Paper Year Venue Pagerank
10,287 Adaptive Sharding in Untrusted Environments 2026 SIGMOD 5.042478e-05
10,291 Towards Full Stack Adaptivity in Permissioned Blockchains 2024 VLDB 5.042478e-05
10,568 DAG of DAGs: Order-Fairness Made Practical 2026 SIGMOD 4.9769913e-05
10,856 Remora: Scale-out Deterministic Execution for Smart Contracts 2026 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
40 The Case for Learned Index Structures 2018 SIGMOD 0.00046363107
85 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00035876108
144 Neo: A Learned Query Optimizer 2019 VLDB 0.00029090793
224 Self-Driving Database Management Systems 2017 CIDR 0.00024011047
361 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00020000855
485 BLOCKBENCH: A Framework for Analyzing Private Blockchains 2017 SIGMOD 0.00017466311
739 Zephyr: Live Migration in Shared Nothing Databases for Elastic Cloud Platforms 2011 SIGMOD 0.00014327549
893 Albatross: Lightweight Elasticity in Shared Storage Databases for the Cloud using Live Data Migration 2011 VLDB 0.00013213905
1,039 Blurring the Lines between Blockchains and Database Systems: the Case of Hyperledger Fabric 2019 SIGMOD 0.00012361859
1,280 AI Meets AI: Leveraging Query Executions to Improve Index Recommendations 2019 SIGMOD 0.00011224914
2,137 A Transactional Perspective on Execute-order-validate Blockchains 2020 SIGMOD 8.986059e-05
2,862 LedgerDB: A Centralized Ledger Database for Universal Audit and Verification 2020 VLDB 7.9291386e-05
3,216 SharPer: Sharding Permissioned Blockchains Over Network Clusters 2021 SIGMOD 7.5232261e-05
4,841 P2B-Trace: Privacy-Preserving Blockchain-based Contact Tracing to Combat Pandemics 2021 SIGMOD 6.3839533e-05
5,452 Remus: Efficient Live Migration for Distributed Databases with Snapshot Isolation 2022 SIGMOD 6.1231661e-05
5,660 Hybrid Blockchain Database Systems: Design and Performance 2022 VLDB 6.045129e-05
5,873 FlexChain: An Elastic Disaggregated Blockchain 2023 VLDB 5.9610197e-05
7,182 MgCrab: Transaction Crabbing for Live Migration in Deterministic Database Systems 2019 VLDB 5.5903567e-05
7,222 Why Do My Blockchain Transactions Fail? A Study of Hyperledger Fabric 2021 SIGMOD 5.5804614e-05
7,661 Qanaat: A Scalable Multi-Enterprise Permissioned Blockchain System with Confidentiality Guarantees 2022 VLDB 5.4746904e-05
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