Database Meets Deep Learning: Challenges and Opportunities

21 June 2019

Papers citing "Database Meets Deep Learning: Challenges and Opportunities"

36 / 36 papers shown

Title
Apt-Serve: Adaptive Request Scheduling on Hybrid Cache for Scalable LLM Inference Serving Shihong Gao Jiahui Geng Yanyan Shen Lei Chen 27 1 0 10 Apr 2025
NeurDB: On the Design and Implementation of an AI-powered Autonomous Database Zhanhao Zhao Shaofeng Cai Haotian Gao Hexiang Pan Siqi Xiang ... Gang Chen Beng Chin Ooi Yanyan Shen Yuncheng Wu Meihui Zhang 35 2 0 06 Aug 2024
CohortNet: Empowering Cohort Discovery for Interpretable Healthcare Analytics Qingpeng Cai Kaiping Zheng H. V. Jagadish Beng Chin Ooi J. Yip AI4TS 35 1 0 20 Jun 2024
NeurDB: An AI-powered Autonomous Data System Bengchin Ooi Shaofeng Cai Gang Chen Yanyan Shen K. Tan ... Naili Xing Cong Yue Lingze Zeng Meihui Zhang Zhanhao Zhao 22 8 0 07 May 2024
A Survey of Learned Indexes for the Multi-dimensional Space Abdullah Al-Mamun Hao Wu Qiyang He Jianguo Wang Walid G. Aref 32 9 0 11 Mar 2024
THC: Accelerating Distributed Deep Learning Using Tensor Homomorphic Compression Minghao Li Ran Ben-Basat S. Vargaftik Chon-In Lao Ke Xu Michael Mitzenmacher Minlan Yu Harvard University 26 15 0 16 Feb 2023
From Plate to Prevention: A Dietary Nutrient-aided Platform for Health Promotion in Singapore Kaiping Zheng Thao Nguyen Jesslyn Hwei Sing Chong C. E. Goh Melanie Herschel Hee Hoon Lee Changshuo Liu Beng Chin Ooi Wen Wang J. Yip 13 1 0 10 Jan 2023
Scalable Graph Convolutional Network Training on Distributed-Memory Systems G. Demirci Aparajita Haldar Hakan Ferhatosmanoglu GNN 36 9 0 09 Dec 2022
Deep representation learning: Fundamentals, Perspectives, Applications, and Open Challenges K. T. Baghaei Amirreza Payandeh Pooya Fayyazsanavi Shahram Rahimi Zhiqian Chen Somayeh Bakhtiari Ramezani FaML AI4TS 38 6 0 27 Nov 2022
TorchFL: A Performant Library for Bootstrapping Federated Learning Experiments Vivek Khimani S. Jabbari FedML AI4CE 24 0 0 01 Nov 2022
The Metaverse Data Deluge: What Can We Do About It? Beng Chin Ooi Gang Chen Mike Zheng Shou K. Tan A. Tung X. Xiao J. Yip Meihui Zhang 33 10 0 14 Jun 2022
Multi-agent Databases via Independent Learning Chi Zhang Olga Papaemmanouil J. Hanna Aditya Akella 16 0 0 28 May 2022
Effective Explanations for Entity Resolution Models Tommaso Teofili D. Firmani Nick Koudas Vincenzo Martello P. Merialdo D. Srivastava AAML 12 16 0 24 Mar 2022
A Survey on Deep Reinforcement Learning for Data Processing and Analytics Qingpeng Cai Can Cui Yiyuan Xiong Wei Wang Zhongle Xie Meihui Zhang OffRL 21 29 0 10 Aug 2021
Learned Sorted Table Search and Static Indexes in Small Model Space Domenico Amato Giosuè Lo Bosco Raffaele Giancarlo 11 6 0 19 Jul 2021
ARM-Net: Adaptive Relation Modeling Network for Structured Data Shaofeng Cai Kaiping Zheng Gang Chen H. V. Jagadish Beng Chin Ooi Meihui Zhang 38 50 0 05 Jul 2021
Productivity, Portability, Performance: Data-Centric Python Yiheng Wang Yao Zhang Yanzhang Wang Yan Wan Jiao Wang Zhongyuan Wu Yuhao Yang Bowen She 56 95 0 01 Jul 2021
GitTables: A Large-Scale Corpus of Relational Tables Madelon Hulsebos cCaugatay Demiralp Paul T. Groth LMTD 26 83 0 14 Jun 2021
AlphaEvolve: A Learning Framework to Discover Novel Alphas in Quantitative Investment Can Cui Wen Wang Meihui Zhang Gang Chen Zhaojing Luo Beng Chin Ooi 26 23 0 30 Mar 2021
CARMI: A Cache-Aware Learned Index with a Cost-based Construction Algorithm Jiaoyi Zhang Yihan Gao 8 25 0 01 Mar 2021
MLCask: Efficient Management of Component Evolution in Collaborative Data Analytics Pipelines Zhaojing Luo Sai-Ho Yeung Meihui Zhang Kaiping Zheng Lei Zhu Gang Chen Feiyi Fan Qian Lin K. Ngiam Beng Chin Ooi 46 29 0 17 Oct 2020
CorDEL: A Contrastive Deep Learning Approach for Entity Linkage Zhengyang Wang Bunyamin Sisman Hao Wei Xin Luna Dong Shuiwang Ji 11 21 0 15 Sep 2020
Communication-efficient Decentralized Machine Learning over Heterogeneous Networks Pan Zhou Qian Lin Dumitrel Loghin Beng Chin Ooi Yuncheng Wu Hongfang Yu 13 35 0 12 Sep 2020
Spitz: A Verifiable Database System Meihui Zhang Zhongle Xie Cong Yue Ziyue Zhong 8 21 0 21 Aug 2020
In-Machine-Learning Database: Reimagining Deep Learning with Old-School SQL Len Du OOD 24 5 0 11 Apr 2020
LoCEC: Local Community-based Edge Classification in Large Online Social Networks Chonggang Song Qian Lin Guohui Ling Zong Zhang Hongzhao Chen Jun Liao Chuan Chen GNN 24 4 0 11 Feb 2020
Join Query Optimization with Deep Reinforcement Learning Algorithms Jonas Heitz Kurt Stockinger 14 16 0 26 Nov 2019
Scalable Deep Learning on Distributed Infrastructures: Challenges, Techniques and Tools R. Mayer Hans-Arno Jacobsen GNN 27 186 0 27 Mar 2019
SLIDE : In Defense of Smart Algorithms over Hardware Acceleration for Large-Scale Deep Learning Systems Beidi Chen Tharun Medini James Farwell Sameh Gobriel Charlie Tai Anshumali Shrivastava 24 103 0 07 Mar 2019
Efficient Memory Management for GPU-based Deep Learning Systems Junzhe Zhang Sai-Ho Yeung Yao Shu Bingsheng He Wei Wang 21 41 0 19 Feb 2019
Software Engineering Challenges of Deep Learning Anders Arpteg B. Brinne L. Crnkovic-Friis J. Bosch 25 174 0 29 Oct 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 30 4 0 26 Apr 2018
Rafiki: Machine Learning as an Analytics Service System Wei Wang Sheng Wang Jinyang Gao Meihui Zhang Gang Chen Teck Khim Ng Beng Chin Ooi 33 111 0 17 Apr 2018
Learning State Representations for Query Optimization with Deep Reinforcement Learning Jennifer Ortiz Magdalena Balazinska J. Gehrke S. S. Keerthi 25 162 0 22 Mar 2018
Stochastic Gradient Descent on Highly-Parallel Architectures Yujing Ma Florin Rusu Martin Torres 27 6 0 24 Feb 2018
Cross-Domain Image Retrieval with Attention Modeling Xin Ji Wei Wang Mei-juan Zhang Yang Yang 16 81 0 06 Sep 2017