Title
Selective Use of Yannakakis' Algorithm to Improve Query Performance: Machine Learning to the Rescue Daniela Böhm Georg Gottlob Matthias Lanzinger Davide Longo Cem Okulmus R. Pichler Alexander Selzer 53 0 0 27 Feb 2025
Incremental Approximate Single-Source Shortest Paths with Predictions Samuel McCauley Benjamin Moseley Aidin Niaparast Helia Niaparast Shikha Singh CLL 67 1 0 12 Feb 2025
DumpKV: Learning based lifetime aware garbage collection for key value separation in LSM-tree Zhutao Zhuang Xinqi Zeng Zhiguang Chen VLM 35 0 0 03 Jun 2024
Towards Effective Next POI Prediction: Spatial and Semantic Augmentation with Remote Sensing Data Nan Jiang Haitao Yuan Jianing Si Minxiao Chen Shangguang Wang 29 2 0 22 Mar 2024
Algorithmic Complexity Attacks on Dynamic Learned Indexes Rui Yang Evgenios M. Kornaropoulos Yue Cheng AAML 57 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 42 2 0 18 Mar 2024
From Specific to Generic Learned Sorted Set Dictionaries: A Theoretically Sound Paradigm Yelding Competitive Data Structural Boosters in Practice Domenico Amato Giosuè Lo Bosco Raffaele Giancarlo 26 0 0 02 Sep 2023
Learned Lock-free Search Data Structures Gaurav Bhardwaj Bapi Chatterjee Abhinav Sharma Sathya Peri Siddharth Nayak 23 0 0 22 Aug 2023
LeCo: Lightweight Compression via Learning Serial Correlations Yi-Hsin Liu Xinyu Zeng Huanchen Zhang 26 5 0 27 Jun 2023
On Distribution Dependent Sub-Logarithmic Query Time of Learned Indexing Sepanta Zeighami Cyrus Shahabi OOD 34 11 0 19 Jun 2023
Online List Labeling with Predictions Samuel McCauley Benjamin Moseley Aidin Niaparast Shikha Singh 26 6 0 17 May 2023
Honeycomb: ordered key-value store acceleration on an FPGA-based SmartNIC Junyi Liu A. Dragojevic Shane Flemming Antonios Katsarakis Dario Korolija I. Zablotchi Ho-Cheung Ng Anuj Kalia Miguel Castro GNN 27 6 0 24 Mar 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 40 17 0 28 Feb 2023
Learned Systems Security R. Schuster Jinyi Zhou Thorsten Eisenhofer Paul Grubbs Nicolas Papernot AAML 32 2 0 20 Dec 2022
On the Power of Learning-Augmented Search Trees Xinyuan Cao Jingbang Chen L. Chen Chris Lambert 34 1 0 16 Nov 2022
Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data M. Kurmanji Peter Triantafillou OOD AAML 41 18 0 11 Oct 2022
Towards Parallel Learned Sorting Ivan Carvalho 15 0 0 14 Aug 2022
Compressing (Multidimensional) Learned Bloom Filters Angjela Davitkova Damjan Gjurovski S. Michel MQ 24 4 0 05 Aug 2022
Testing the Robustness of Learned Index Structures Matthias Bachfischer Renata Borovica-Gajic Benjamin I. P. Rubinstein AAML 28 1 0 23 Jul 2022
Learning-Based Data Storage [Vision] (Technical Report) Xiang Lian Xiaofei Zhang 41 0 0 12 Jun 2022
NFL: Robust Learned Index via Distribution Transformation Shangyu Wu Yufei Cui Jinghuan Yu Xuan Sun Tei-Wei Kuo Chun Jason Xue OOD 40 25 0 24 May 2022
LSI: A Learned Secondary Index Structure Andreas Kipf D. Horn Pascal Pfeil Ryan Marcus Tim Kraska 24 7 0 11 May 2022
Standard Vs Uniform Binary Search and Their Variants in Learned Static Indexing: The Case of the Searching on Sorted Data Benchmarking Software Platform Domenico Amato Giosuè Lo Bosco Raffaele Giancarlo 24 11 0 05 Jan 2022
Bounding the Last Mile: Efficient Learned String Indexing Benjamin Spector Andreas Kipf Kapil Vaidya Chi Wang U. F. Minhas Tim Kraska 24 23 0 29 Nov 2021
The Internet of Federated Things (IoFT): A Vision for the Future and In-depth Survey of Data-driven Approaches for Federated Learning Raed Al Kontar Naichen Shi Xubo Yue Seokhyun Chung E. Byon ... Chinedum Okwudire Garvesh Raskutti R. Saigal Karandeep Singh Ye Zhisheng FedML 51 51 0 09 Nov 2021
Artificial Intelligence in the Low-Level Realm -- A Survey Vahid Mohammadi Safarzadeh Hamed Ghasr Loghmani 19 0 0 19 Sep 2021
Micro-architectural Analysis of a Learned Index Mikkel Møller Andersen Pınar Tözün 30 7 0 17 Sep 2021
Towards Practical Learned Indexing Mihail Stoian Andreas Kipf Ryan Marcus Tim Kraska 13 9 0 11 Aug 2021
Learned Sorted Table Search and Static Indexes in Small Model Space Domenico Amato Giosuè Lo Bosco Raffaele Giancarlo 32 6 0 19 Jul 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 47 31 0 06 May 2021
One Model to Rule them All: Towards Zero-Shot Learning for Databases Benjamin Hilprecht Carsten Binnig VLM 37 33 0 03 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 24 4 0 08 Mar 2021
CARMI: A Cache-Aware Learned Index with a Cost-based Construction Algorithm Jiaoyi Zhang Yihan Gao 36 25 0 01 Mar 2021
Federated Learning on Non-IID Data Silos: An Experimental Study Yue Liu Yiqun Diao Quan Chen Bingsheng He FedML OOD 101 956 0 03 Feb 2021
A Pluggable Learned Index Method via Sampling and Gap Insertion Yaliang Li Daoyuan Chen Bolin Ding K. Zeng Jingren Zhou 29 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 24 39 0 23 Dec 2020
Survive the Schema Changes: Integration of Unmanaged Data Using Deep Learning Zijie Wang Lixi Zhou A. Das Valay Dave Zhanpeng Jin Jia Zou 32 3 0 15 Oct 2020
The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures Evgenios M. Kornaropoulos Silei Ren R. Tamassia AAML 31 17 0 01 Aug 2020
Hands-off Model Integration in Spatial Index Structures A. Hadian Ankita Kumar T. Heinis 22 22 0 29 Jun 2020
COAX: Correlation-Aware Indexing on Multidimensional Data with Soft Functional Dependencies A. Hadian Behzad Ghaffari Taiyi Wang T. Heinis 18 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 11 142 0 23 Jun 2020
MLOS: An Infrastructure for Automated Software Performance Engineering Carlo Curino Neha Godwal Brian Kroth S. Kuryata Greg Lapinski ... Olga Poppe Adam Śmiechowski Ed Thayer Markus Weimer Yiwen Zhu 16 13 0 01 Jun 2020
From WiscKey to Bourbon: A Learned Index for Log-Structured Merge Trees Yifan Dai Yien Xu Aishwarya Ganesan Ramnatthan Alagappan Brian Kroth Andrea C. Arpaci-Dusseau Remzi H. Arpaci-Dusseau 24 1 0 28 May 2020
RadixSpline: A Single-Pass Learned Index Andreas Kipf Ryan Marcus Alexander van Renen Mihail Stoian A. Kemper Tim Kraska Thomas Neumann 21 171 0 30 Apr 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 21 93 0 22 Apr 2020
Learning Multi-dimensional Indexes Vikram Nathan Jialin Ding Mohammad Alizadeh Tim Kraska AI4CE 21 204 0 03 Dec 2019
SOSD: A Benchmark for Learned Indexes Andreas Kipf Ryan Marcus Alexander van Renen Mihail Stoian A. Kemper Tim Kraska Thomas Neumann 21 91 0 29 Nov 2019
LISA: Towards Learned DNA Sequence Search Darryl Ho Jialin Ding Sanchit Misra Nesime Tatbul Vikram Nathan Vasimuddin Tim Kraska 22 14 0 10 Oct 2019