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The Case for Learned Index Structures

4 December 2017

Papers citing "The Case for Learned Index Structures"

44 / 244 papers shown

Title
Meta-Learning Deep Energy-Based Memory Models Sergey Bartunov Jack W. Rae Simon Osindero Timothy Lillicrap 165 34 0 07 Oct 2019
RLCache: Automated Cache Management Using Reinforcement Learning Sami Alabed 35 4 0 30 Sep 2019
A Survey of Machine Learning Applied to Computer Architecture Design Drew Penney Lizhong Chen AI4CE 65 29 0 26 Sep 2019
Understanding ML driven HPC: Applications and Infrastructure Geoffrey C. Fox S. Jha 52 13 0 05 Sep 2019
Improved Cardinality Estimation by Learning Queries Containment Rates Rojeh Hayek O. Shmueli 54 19 0 21 Aug 2019
Index Network Hao Lu Yutong Dai Chunhua Shen Songcen Xu SSeg 21 0 0 11 Aug 2019
RSATree: Distribution-Aware Data Representation of Large-Scale Tabular Datasets for Flexible Visual Query Honghui Mei Wei Chen Yating Wei Yuanzhe Hu Shuyue Zhou Bingru Lin Ying Zhao Jiazhi Xia 42 19 0 06 Aug 2019
Indices Matter: Learning to Index for Deep Image Matting Hao Lu Yutong Dai Chunhua Shen Songcen Xu SSL 75 184 0 02 Aug 2019
Learning Key-Value Store Design Stratos Idreos Niv Dayan Wilson Qin Mali Akmanalp Sophie Hilgard ... James Lennon Varun Jain Harshita Gupta David Li Zichen Zhu 11 8 0 11 Jul 2019
Database Meets Deep Learning: Challenges and Opportunities Wei Wang Meihui Zhang Gang Chen H. V. Jagadish Beng Chin Ooi K. Tan 82 148 0 21 Jun 2019
Meta-Learning Neural Bloom Filters Jack W. Rae Sergey Bartunov Timothy Lillicrap 64 36 0 10 Jun 2019
Learning Neural PDE Solvers with Convergence Guarantees Jun-Ting Hsieh Shengjia Zhao Stephan Eismann L. Mirabella Stefano Ermon AI4CE 78 145 0 04 Jun 2019
The Supermarket Model with Known and Predicted Service Times Michael Mitzenmacher Matteo DellÁmico 63 13 0 23 May 2019
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 70 300 0 21 May 2019
A Scalable Learned Index Scheme in Storage Systems Pengfei Li Yu Hua Pengfei Zuo Jingnan Jia 26 20 0 08 May 2019
Network Representation Learning: Consolidation and Renewed Bearing Saket Gurukar Priyesh Vijayan Aakash Srinivasan Goonmeet Bajaj Chen Cai ... Pranav Maneriker Anasua Mitra Vedang Patel Balaraman Ravindran Srinivasan Parthasarathy 71 23 0 02 May 2019
Approximate Query Processing using Deep Generative Models Saravanan Thirumuruganathan Shohedul Hasan Nick Koudas Gautam Das 77 51 0 24 Mar 2019
Multi-Attribute Selectivity Estimation Using Deep Learning Shohedul Hasan Saravanan Thirumuruganathan Jees Augustine Nick Koudas Gautam Das 50 25 0 24 Mar 2019
Learning Everywhere: Pervasive Machine Learning for Effective High-Performance Computation Geoffrey C. Fox J. Glazier J. Kadupitiya V. Jadhao Minje Kim ... Madhav Marathe Abhijin Adiga Jiangzhuo Chen O. Beckstein S. Jha 48 53 0 27 Feb 2019
Neural Packet Classification Eric Liang Hang Zhu Xin Jin Ion Stoica OffRL 78 122 0 27 Feb 2019
Joint Optimization of Tree-based Index and Deep Model for Recommender Systems Ziru Xu Daqing Chang Xinhang Li Pengye Zhang Xiang Li Jie He Han Li Jian Xu Kun Gai 76 96 0 19 Feb 2019
Deep Hashing using Entropy Regularised Product Quantisation Network Jo Schlemper Jose Caballero Andrew P. Aitken Joost R. van Amersfoort 104 1 0 11 Feb 2019
Learned Indexes for Dynamic Workloads Chuzhe Tang Zhiyuan Dong Minjie Wang Zhaoguo Wang Haibo Chen 18 9 0 02 Feb 2019
Flexible Operator Embeddings via Deep Learning Ryan Marcus Olga Papaemmanouil 40 4 0 25 Jan 2019
Learning Space Partitions for Nearest Neighbor Search Yihe Dong Piotr Indyk Ilya P. Razenshteyn Tal Wagner 86 12 0 24 Jan 2019
A Model for Learned Bloom Filters, and Optimizing by Sandwiching Michael Mitzenmacher 67 185 0 03 Jan 2019
Uniform Convergence Bounds for Codec Selection Clayton Sanford Cyrus Cousins E. Upfal 27 0 0 18 Dec 2018
Deep Reinforcement Learning Yuxi Li VLM OffRL 191 144 0 15 Oct 2018
SmartChoices: Hybridizing Programming and Machine Learning Victor Carbune Thierry Coppey A. Daryin Thomas Deselaers Nikhil Sarda J. Yagnik 27 2 0 01 Oct 2018
Déjà Vu: an empirical evaluation of the memorization properties of ConvNets Alexandre Sablayrolles Matthijs Douze Cordelia Schmid Hervé Jégou 49 18 0 17 Sep 2018
Towards Better Interpretability in Deep Q-Networks Raghuram Mandyam Annasamy Katia Sycara FAtt 52 59 0 15 Sep 2018
LIFT: Reinforcement Learning in Computer Systems by Learning From Demonstrations Michael Schaarschmidt A. Kuhnle Ben Ellis Kai Fricke Felix Gessert Eiko Yoneki OffRL 53 41 0 23 Aug 2018
Spreading vectors for similarity search Alexandre Sablayrolles Matthijs Douze Cordelia Schmid Hervé Jégou MQ 141 121 0 08 Jun 2018
Learning to Optimize Tensor Programs Tianqi Chen Lianmin Zheng Eddie Q. Yan Ziheng Jiang T. Moreau Luis Ceze Carlos Guestrin Arvind Krishnamurthy 108 407 0 21 May 2018
Parallel Computation of PDFs on Big Spatial Data Using Spark Ji Liu Noel Moreno Lemus Esther Pacitti Fábio Porto P. Valduriez 36 6 0 08 May 2018
PANDA: Facilitating Usable AI Development Jinyang Gao Wei Wang Meihui Zhang Gang Chen H. V. Jagadish Guoliang Li Teck Khim Ng Beng Chin Ooi Sheng Wang Jingren Zhou 75 4 0 26 Apr 2018
Learning State Representations for Query Optimization with Deep Reinforcement Learning Jennifer Ortiz Magdalena Balazinska J. Gehrke S. S. Keerthi 92 162 0 22 Mar 2018
The Three Pillars of Machine Programming Justin Emile Gottschlich Armando Solar-Lezama Nesime Tatbul Michael Carbin Martin Rinard Regina Barzilay Saman P. Amarasinghe J. Tenenbaum Tim Mattson 76 63 0 20 Mar 2018
Learning Memory Access Patterns Milad Hashemi Kevin Swersky Jamie A. Smith Grant Ayers Heiner Litz Jichuan Chang Christos Kozyrakis Parthasarathy Ranganathan 47 205 0 06 Mar 2018
Massivizing Computer Systems: a Vision to Understand, Design, and Engineer Computer Ecosystems through and beyond Modern Distributed Systems Alexandru Iosup Alexandru Uta L. Versluis George Andreadis Erwin Van Eyk T. Hegeman Sacheendra Talluri V. V. Beek L. Toader GNN 45 28 0 15 Feb 2018
Competitive caching with machine learned advice Thodoris Lykouris Sergei Vassilvitskii 69 388 0 15 Feb 2018
Learning Correlation Space for Time Series Han Qiu Hoang Thanh Lam Francesco Fusco M. Sinn AI4TS 33 4 0 10 Feb 2018
In-network Neural Networks G. Siracusano R. Bifulco MoE 66 52 0 17 Jan 2018
Associative Memories to Accelerate Approximate Nearest Neighbor Search Vincent Gripon Matthias Löwe Franck Vermet 50 12 0 10 Nov 2016