Learning Multi-dimensional Indexes

3 December 2019

Papers citing "Learning Multi-dimensional Indexes"

35 / 35 papers shown

Title
LotusFilter: Fast Diverse Nearest Neighbor Search via a Learned Cutoff Table Yusuke Matsui 107 0 0 05 Jun 2025
Dynamic Data Layout Optimization with Worst-case Guarantees Kexin Rong Paul Liu S. Sonje Moses Charikar 46 0 0 08 May 2024
Towards Effective Next POI Prediction: Spatial and Semantic Augmentation with Remote Sensing Data Nan Jiang Haitao Yuan Jianing Si Minxiao Chen Shangguang Wang 44 3 0 22 Mar 2024
Algorithmic Complexity Attacks on Dynamic Learned Indexes Rui Yang Evgenios M. Kornaropoulos Yue Cheng AAML 93 3 0 19 Mar 2024
Accelerating String-Key Learned Index Structures via Memoization-based Incremental Training Minsu Kim Jinwoo Hwang Guseul Heo Seiyeon Cho Divya Mahajan Jongse Park 60 3 0 18 Mar 2024
A Survey of Learned Indexes for the Multi-dimensional Space Abdullah Al-Mamun Hao Wu Qiyang He Jianguo Wang Walid G. Aref 74 11 0 11 Mar 2024
A Learning-Based Caching Mechanism for Edge Content Delivery Hoda Torabi Hamzeh Khazaei Marin Litoiu 19 1 0 05 Feb 2024
Learned spatial data partitioning Keizo Hori Yuya Sasaki Daichi Amagata Y. Murosaki Makoto Onizuka 57 3 0 08 Jun 2023
WISK: A Workload-aware Learned Index for Spatial Keyword Queries Yufan Sheng Xin Cao Yixiang Fang Kaiqi Zhao Jianzhong Qi Gao Cong Wenjie Zhang 68 18 0 28 Feb 2023
Learned-Database Systems Security R. Schuster Jinyi Zhou Thorsten Eisenhofer Paul Grubbs Nicolas Papernot AAML 111 2 0 20 Dec 2022
Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data M. Kurmanji Peter Triantafillou OOD AAML 88 18 0 11 Oct 2022
Learned k-NN Distance Estimation Daichi Amagata Yusuke Arai Sumio Fujita Takahiro Hara 24 6 0 29 Aug 2022
Learned Indexing in Proteins: Extended Work on Substituting Complex Distance Calculations with Embedding and Clustering Techniques Jaroslav Ovlha Terézia Slanináková Martin Gendiar Matej Antol Vlastislav Dohnal 48 0 0 18 Aug 2022
Testing the Robustness of Learned Index Structures Matthias Bachfischer Renata Borovica-Gajic Benjamin I. P. Rubinstein AAML 47 1 0 23 Jul 2022
The "AI+R"-tree: An Instance-optimized R-tree Abdullah Al-Mamun Ch. Md. Rakin Haider Jianguo Wang Walid G. Aref 48 12 0 01 Jul 2022
Unsupervised Space Partitioning for Nearest Neighbor Search Abrar Fahim Mohammed Eunus Ali Muhammad Aamir Cheema 39 1 0 16 Jun 2022
Learning-Based Data Storage [Vision] (Technical Report) Xiang Lian Xiaofei Zhang 60 0 0 12 Jun 2022
A Learned Index for Exact Similarity Search in Metric Spaces Yao Tian Ting-Kun Yan Xi Zhao Kai Huang Xiaofang Zhou 38 17 0 21 Apr 2022
Baihe: SysML Framework for AI-driven Databases A. Pfadler Rong Zhu Wei Chen Botong Huang Tian Zeng Bolin Ding Jingren Zhou 43 3 0 29 Dec 2021
Micro-architectural Analysis of a Learned Index Mikkel Møller Andersen Pınar Tözün 50 8 0 17 Sep 2021
Towards Practical Learned Indexing Mihail Stoian Andreas Kipf Ryan Marcus Tim Kraska 45 9 0 11 Aug 2021
A Unified Transferable Model for ML-Enhanced DBMS Ziniu Wu Pei Yu Peilun Yang Rong Zhu Yuxing Han Yaliang Li Defu Lian K. Zeng Jingren Zhou 103 31 0 06 May 2021
A Reinforcement Learning Based R-Tree for Spatial Data Indexing in Dynamic Environments Tu Gu Kaiyu Feng Gao Cong Cheng Long Ziyi Wang Sheng Wang 68 4 0 08 Mar 2021
CARMI: A Cache-Aware Learned Index with a Cost-based Construction Algorithm Jiaoyi Zhang Yihan Gao 49 26 0 01 Mar 2021
A Pluggable Learned Index Method via Sampling and Gap Insertion Yaliang Li Daoyuan Chen Bolin Ding K. Zeng Jingren Zhou 58 15 0 04 Jan 2021
Learned Indexes for a Google-scale Disk-based Database Hussam Abu-Libdeh Deniz Altinbuken Alex Beutel Ed H. Chi Lyric Doshi Tim Kraska Xiaozhou Li Li Andy Ly Christopher Olston 69 42 0 23 Dec 2020
FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation Rong Zhu Ziniu Wu Yuxing Han Kai Zeng A. Pfadler Zhengping Qian Jingren Zhou Tengjiao Wang 81 91 0 18 Nov 2020
The Case for Learned Spatial Indexes Varun Pandey Alexander van Renen Andreas Kipf Ibrahim Sabek Jialin Ding A. Kemper 60 47 0 24 Aug 2020
The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures Evgenios M. Kornaropoulos Silei Ren R. Tamassia AAML 65 19 0 01 Aug 2020
Hands-off Model Integration in Spatial Index Structures A. Hadian Ankita Kumar T. Heinis 46 23 0 29 Jun 2020
COAX: Correlation-Aware Indexing on Multidimensional Data with Soft Functional Dependencies A. Hadian Behzad Ghaffari Taiyi Wang T. Heinis 47 5 0 29 Jun 2020
Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads Jialin Ding Vikram Nathan Mohammad Alizadeh Tim Kraska 54 146 0 23 Jun 2020
Qd-tree: Learning Data Layouts for Big Data Analytics Zongheng Yang Badrish Chandramouli Chi Wang J. Gehrke Yinan Li U. F. Minhas P. Larson Donald Kossmann R. Acharya 70 94 0 22 Apr 2020
ALEX: An Updatable Adaptive Learned Index Jialin Ding U. F. Minhas Jia Yu Chi Wang Jaeyoung Do ... Badrish Chandramouli J. Gehrke Donald Kossmann D. Lomet Tim Kraska 74 300 0 21 May 2019
Big Data Visualization Tools Nikos Bikakis 99 74 0 25 Jan 2018