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Deep Learning: Systems and Responsibility

Summary: Tutorial framing DL from a data-systems view, detailing storage, data movement, and compute tradeoffs. Positions DL as a design option for data-system components and discusses deployment, data-management impact, responsibility, and performance implications. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6231
Venue
SIGMOD
Year
2021
Pagerank
4.5381546e-05
Overall Rank
8,340 | 42.04%
DOI
10.1145/3448016.3457541

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
4,916 From BERT to GPT-3 Codex: Harnessing the Potential of Very Large Language Models for Data Management 2022 VLDB 5.827729e-05
5,982 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 5.2409386e-05
11,412 Machine Programming: Turning Data into Programmer Productivity 2022 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
101 The Case for Learned Index Structures 2018 SIGMOD 0.00049778866
271 AliGraph: A Comprehensive Graph Neural Network Platform 2019 VLDB 0.00029565193
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
510 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.00021420477
779 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00016719473
796 SageDB: A Learned Database System 2019 CIDR 0.00016541749
1,992 Automatically Generating Data Exploration Sessions Using Deep Reinforcement Learning 2020 SIGMOD 9.8415851e-05
2,153 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 9.418541e-05
2,157 MISTIQUE: A System to Store and Query Model Intermediates for Model Diagnosis 2018 SIGMOD 9.4153917e-05
2,364 Deep Learning Models for Selectivity Estimation of Multi-Attribute Queries 2020 SIGMOD 8.955077e-05
2,606 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 8.4621503e-05
3,333 A Demonstration of Willump: A Statistically-Aware End-to-end Optimizer for Machine Learning Inference 2020 VLDB 7.2064333e-05
3,470 DeepTRANS: A Deep Learning System for Public Bus Travel Time Estimation using Traffic Forecasting 2020 VLDB 7.0628698e-05
3,741 DeepSqueeze: Deep Semantic Compression for Tabular Data 2020 SIGMOD 6.7952067e-05
3,878 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 6.6669911e-05
5,124 Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning 2019 VLDB 5.6747536e-05
6,359 High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020 SIGMOD 5.0912204e-05
6,371 DeepBase: Deep Inspection of Neural Networks 2019 SIGMOD 5.0880545e-05
6,400 ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation 2019 VLDB 5.0739311e-05
6,762 Natural Language Querying of Complex Business Intelligence Queries 2019 SIGMOD 4.929789e-05
9,117 Deep Query Optimization 2019 SIGMOD 4.3885415e-05
9,174 MemFlow: Memory-Aware Distributed Deep Learning 2020 SIGMOD 4.3807157e-05
9,667 Learning to Generate Questions with Adaptive Copying Neural Networks 2019 SIGMOD 4.3037895e-05
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