ML for Data Management
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Publications
Type
Conference paper
Journal article
Preprint
Date
2022
2021
Jingyi Yang
,
Peizhi Wu
,
Gao Cong
,
Tieying Zhang
,
Xiao He
(2022).
SAM: Database Generation from Query Workloads with Supervised Autoregressive Models
. In
SIGMOD 2022
.
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Code
Yue Zhao
,
Gao Cong
,
Jiachen Shi
,
Chunyan Miao
(2021).
QueryFormer: a tree transformer model for query plan representation
. VLDB 2022.
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Jiachen Shi
,
Gao Cong
,
Xiaoli Li
(2021).
Learned Index Benefits: Machine Learning Based Index Performance Estimation
. VLDB 2023.
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Tu Gu
,
Kaiyu Feng
,
Gao Cong
,
Cheng Long
,
Zheng Wang
,
Sheng Wang
(2021).
Effectively Learning Spatial Indexes with a Support for Updates
.
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Zizhong Meng
,
Peizhi Wu
,
Gao Cong
,
Rong Zhu
,
Shuai Ma
(2021).
Unsupervised Selectivity Estimation by Integrating Gaussian Mixture Models and an Autoregressive Model
. In
EDBT 2022
.
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Peizhi Wu
,
Gao Cong
(2021).
A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation
. In
SIGMOD 2021
.
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