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Dash: Scalable Hashing on Persistent Memory

Summary: Dash: scalable, dynamic hashing on real byte-addressable persistent memory (Optane DCPMM). Adapts extendible and linear hashing; delivers up to 3.9x throughput, about 90% load factor, and 57 ms instant recovery on 24 cores, outperforming emulation-based approaches. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12221
Venue
VLDB
Year
2020
Pagerank
0.00011003184
Overall Rank
1,368 | 90.62%
DOI
10.14778/3389133.3389134

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{lu_vldb20,
        title = {{Dash: Scalable Hashing on Persistent Memory}},
        author = {Lu, Baotong and Hao, Xiangpeng and Wang, Tianzheng and Lo, Eric},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {8},
        pages = {1147--1161},
        doi = {10.14778/3389133.3389134},
        url = {https://doi.org/10.14778/3389133.3389134},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 35 of 35 citing papers.

Rank Citing Paper Year Venue Pagerank
2,471 Viper: An Efficient Hybrid PMem-DRAM Key-Value Store 2021 VLDB 8.5329393e-05
2,910 APEX: A High-Performance Learned Index on Persistent Memory 2022 VLDB 7.9700885e-05
3,526 Understanding the Idiosyncrasies of Real Persistent Memory 2021 VLDB 7.3429293e-05
3,647 Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads 2021 SIGMOD 7.2271935e-05
4,682 Persistent Memory Hash Indexes: An Experimental Evaluation 2021 VLDB 6.5651164e-05
5,683 SSDs Striking Back: The Storage Jungle and Its Implications on Persistent Indexes 2022 CIDR 6.1232842e-05
5,954 When Tree Meets Hash: Reducing Random Reads for Index Structures on Persistent Memories 2023 SIGMOD 6.0292226e-05
6,086 Plush: A Write-Optimized Persistent Log-Structured Hash-Table 2022 VLDB 5.9817424e-05
6,105 Optimizing In-memory Database Engine for AI-powered On-line Decision Augmentation Using Persistent Memory 2021 VLDB 5.9743349e-05
6,397 Halo: A Hybrid PMem-DRAM Persistent Hash Index with Fast Recovery 2022 SIGMOD 5.8869998e-05
6,733 Evaluating Persistent Memory Range Indexes: Part Two 2022 VLDB 5.7880281e-05
6,776 X-SSD: A Storage System with Native Support for Database Logging and Replication 2022 SIGMOD 5.777467e-05
6,878 SepHash: A Write-Optimized Hash Index On Disaggregated Memory via Separate Segment Structure 2024 VLDB 5.7480267e-05
7,046 NVM: Is it Not Very Meaningful for Databases? 2023 VLDB 5.7185159e-05
7,190 PetPS: Supporting Huge Embedding Models with Persistent Memory 2023 VLDB 5.6772818e-05
7,638 IcebergHT: High Performance Hash Tables Through Stability and Low Associativity 2023 SIGMOD 5.5768492e-05
8,082 Pea Hash: A Performant Extendible Adaptive Hashing Index 2023 SIGMOD 5.4915503e-05
8,167 DecLog: Decentralized Logging in Non-Volatile Memory for Time Series Database Systems 2024 VLDB 5.4745703e-05
8,443 Analyzing Vectorized Hash Tables Across CPU Architectures 2023 VLDB 5.4243766e-05
8,474 OptiQL: Robust Optimistic Locking for Memory-Optimized Indexes 2023 SIGMOD 5.4172941e-05
8,579 Cost Modelling for Optimal Data Placement in Heterogeneous Main Memory 2022 VLDB 5.4087323e-05
8,904 A Design Space Exploration and Evaluation for Main-Memory Hash Joins in Storage Class Memory 2023 VLDB 5.3483178e-05
8,963 The Past, Present and Future of Indexing on Persistent Memory 2022 VLDB 5.3435901e-05
9,150 PerMA-Bench: Benchmarking Persistent Memory Access 2022 VLDB 5.3133586e-05
9,151 Tair-PMem: A Fully Durable Non-Volatile Memory Database 2022 VLDB 5.3133586e-05
9,376 H-Rocks: CPU-GPU accelerated Heterogeneous RocksDB on Persistent Memory 2025 SIGMOD 5.2755515e-05
9,467 Sphinx: A Succinct Perfect Hash Index for x86 2025 VLDB 5.2634238e-05
9,506 FluidKV: Seamlessly Bridging the Gap between Indexing Performance and Memory-Footprint on Ultra-Fast Storage 2024 VLDB 5.258497e-05
9,547 Tabular: Efficiently Building Efficient Indexes 2025 VLDB 5.2528121e-05
9,549 Outback: Fast and Communication-efficient Index for Key-Value Store on Disaggregated Memory 2025 VLDB 5.2528121e-05
10,371 Focus! Fast On-disk Concurrency-control Using Sketches 2026 SIGMOD 5.093636e-05
10,440 DART: A Lock-free Two-layer Hashed ART Index for Disaggregated Memory 2026 SIGMOD 5.093636e-05
10,568 Operation-Aware Hybrid Locking for Modern In-Memory Indexes 2026 VLDB 5.093636e-05
10,574 Garnet: A Next-Generation Cache-Store for Accelerating Applications and Services 2026 VLDB 5.093636e-05
10,605 SHARD: A Scalable and Resize-optimized Hash Index on Disaggregated Memory 2026 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

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