Cover Image

ScaleGANN: Accelerate Large-Scale ANN Indexing by Cost-effective Cloud GPUs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lu, Lan, Yin, Peiqi, Yang, Isaac, Luo, Tao, Fan, Hua, Zhou, Wenchao, Li, Feifei, Loo, Boon Thau
Format:	Preprint
Published:	2026
Subjects:	Databases
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

PolarStore: High-Performance Data Compression for Large-Scale Cloud-Native Databases
by: Hu, Qingda, et al.
Published: (2025)

B+ANN: A Fast Billion-Scale Disk-based Nearest-Neighbor Index
by: Tekin, Selim Furkan, et al.
Published: (2025)

Accelerating Graph Indexing for ANNS on Modern CPUs
by: Wang, Mengzhao, et al.
Published: (2025)

Scaling Worst-Case Optimal Datalog to GPUs
by: Sun, Yihao, et al.
Published: (2026)

All-in-one Graph-based Indexing for Hybrid Search on GPUs
by: Li, Zhonggen, et al.
Published: (2025)

An Empirical Evaluation of Serverless Cloud Infrastructure for Large-Scale Data Processing
by: Bodner, Thomas, et al.
Published: (2025)

A Topology-Aware Localized Update Strategy for Graph-Based ANN Index
by: Yu, Song, et al.
Published: (2025)

$\boldsymbol{Steiner}$-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes
by: Wang, Zeyu, et al.
Published: (2024)

Updatable Balanced Index for Stable Streaming Similarity Search over Large-Scale Fresh Vectors
by: Lai, Yuhui, et al.
Published: (2026)

CS-PQ: Cache-Friendly SIMD Product Quantization for Large-Scale ANNS Index Construction
by: Ma, Y. T., et al.
Published: (2026)

DGAI: Decoupled On-Disk Graph-Based ANN Index for Efficient Updates and Queries
by: Lou, Jiahao, et al.
Published: (2025)

Maximum Inner Product is Query-Scaled Nearest Neighbor
by: Chen, Tingyang, et al.
Published: (2025)

Disk-Resident Graph ANN Search: An Experimental Evaluation
by: Chen, Xiaoyu, et al.
Published: (2026)

LSM-VEC: A Large-Scale Disk-Based System for Dynamic Vector Search
by: Zhong, Shurui, et al.
Published: (2025)

Cuckoo-GPU: Accelerating Cuckoo Filters on Modern GPUs
by: Dortmann, Tim, et al.
Published: (2026)

HyperBlocker: Accelerating Rule-based Blocking in Entity Resolution using GPUs
by: Zhu, Xiaoke, et al.
Published: (2024)

Scalable Graph Indexing using GPUs for Approximate Nearest Neighbor Search
by: Li, Zhonggen, et al.
Published: (2025)

More Bang For Your Buck(et): Fast and Space-efficient Hardware-accelerated Coarse-granular Indexing on GPUs
by: Henneberg, Justus, et al.
Published: (2024)

Mixed-Precision Embeddings for Large-Scale Recommendation Models
by: Li, Shiwei, et al.
Published: (2024)

Vortex: Overcoming Memory Capacity Limitations in GPU-Accelerated Large-Scale Data Analytics
by: Yuan, Yichao, et al.
Published: (2025)

Fiber-Navigable Search: A Geometric Approach to Filtered ANN
by: Dang, Thuong
Published: (2026)

Efficiently Processing Joins and Grouped Aggregations on GPUs
by: Wu, Bowen, et al.
Published: (2023)

VIDEX: A Disaggregated and Extensible Virtual Index for the Cloud and AI Era
by: Kang, Rong, et al.
Published: (2025)

Effective and Efficient Conductance-based Community Search at Billion Scale
by: Lin, Longlong, et al.
Published: (2025)

Low-Latency Out-of-Core ANN Search in High-Dimensional Space
by: Song, Ziwen, et al.
Published: (2026)

LIRA: A Learning-based Query-aware Partition Framework for Large-scale ANN Search
by: Zeng, Ximu, et al.
Published: (2025)

AutoIndexer: A Reinforcement Learning-Enhanced Index Advisor Towards Scaling Workloads
by: Wang, Taiyi, et al.
Published: (2025)

Figaro on GPUs: Two Tables
by: Zivanovic, Dorde
Published: (2025)

RNSG: A Range-Aware Graph Index for Efficient Range-Filtered Approximate Nearest Neighbor Search
by: Zou, Zhiqiu, et al.
Published: (2026)

Approximate Nearest Neighbor Search of Large Scale Vectors on Distributed Storage
by: Yu, Kun, et al.
Published: (2025)

GPU-RMQ: Accelerating Range Minimum Queries on Modern GPUs
by: Kreis, Lara, et al.
Published: (2026)

Do GPUs Really Need New Tabular File Formats?
by: Luo, Jigao, et al.
Published: (2026)

CuckooGraph: A Scalable and Space-Time Efficient Data Structure for Large-Scale Dynamic Graphs
by: Fan, Zhuochen, et al.
Published: (2024)

Hybrid Mixed Integer Linear Programming for Large-Scale Join Order Optimisation
by: Schönberger, Manuel, et al.
Published: (2025)

FusedANN: Convexified Hybrid ANN via Attribute-Vector Fusion
by: Heidari, Alireza, et al.
Published: (2025)

Coordination-Free Lane Partitioning for Convergent ANN Search
by: Kugblenu, Carl, et al.
Published: (2025)

On 10x Better Scalability: KV Stores Scale Up KV Cache
by: Yu, Weiping, et al.
Published: (2025)

gMatch: Fine-Grained and Hardware-Efficient Subgraph Matching on GPUs
by: Chen, Weitian, et al.
Published: (2026)

ScaleDoc: Scaling LLM-based Predicates over Large Document Collections
by: Zhang, Hengrui, et al.
Published: (2025)

Efficient Filtered-ANN via Learning-based Query Planning
by: Gan, Zhuocheng, et al.
Published: (2026)