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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
6292
Venue
SIGMOD
Year
2021
Pagerank
5.4535681e-05
Overall Rank
8,328 | 42.87%
DOI
10.1145/3448016.3457541

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{wasay_sigmod21,
        title = {{Deep Learning: Systems and Responsibility}},
        author = {Wasay, Abdul and Chatterjee, Subarna and Idreos, Stratos},
        series = {{SIGMOD} '21},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3448016.3457541},
        url = {https://dl.acm.org/doi/10.1145/3448016.3457541},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
4,449 From BERT to GPT-3 Codex: Harnessing the Potential of Very Large Language Models for Data Management 2022 VLDB 6.697553e-05
5,510 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 6.1919207e-05
11,607 Machine Programming: Turning Data into Programmer Productivity 2022 VLDB 5.093636e-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
43 The Case for Learned Index Structures 2018 SIGMOD 0.00046060254
176 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00027191081
223 AliGraph: A Comprehensive Graph Neural Network Platform 2019 VLDB 0.00024182473
334 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.00020875082
498 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00017440583
568 SageDB: A Learned Database System 2019 CIDR 0.0001641553
1,573 Deep Learning Models for Selectivity Estimation of Multi-Attribute Queries 2020 SIGMOD 0.00010328171
1,616 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 0.00010213691
1,670 MISTIQUE: A System to Store and Query Model Intermediates for Model Diagnosis 2018 SIGMOD 0.00010045615
1,942 Design Continuums and the Path Toward Self-Designing Key-Value Stores that Know and Learn 2019 CIDR 9.4451535e-05
2,058 Automatically Generating Data Exploration Sessions Using Deep Reinforcement Learning 2020 SIGMOD 9.2480248e-05
3,092 DeepSqueeze: Deep Semantic Compression for Tabular Data 2020 SIGMOD 7.7679406e-05
3,438 A Demonstration of Willump: A Statistically-Aware End-to-end Optimizer for Machine Learning Inference 2020 VLDB 7.415647e-05
3,768 DeepTRANS: A Deep Learning System for Public Bus Travel Time Estimation using Traffic Forecasting 2020 VLDB 7.1406582e-05
3,930 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 7.0102082e-05
4,798 Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning 2019 VLDB 6.5024772e-05
6,093 High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020 SIGMOD 5.978635e-05
6,143 ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation 2019 VLDB 5.9622615e-05
6,427 DeepBase: Deep Inspection of Neural Networks 2019 SIGMOD 5.8808145e-05
6,530 Natural Language Querying of Complex Business Intelligence Queries 2019 SIGMOD 5.8500871e-05
9,215 Deep Query Optimization 2019 SIGMOD 5.3055088e-05
9,219 MemFlow: Memory-Aware Distributed Deep Learning 2020 SIGMOD 5.3047301e-05
9,800 Learning to Generate Questions with Adaptive Copying Neural Networks 2019 SIGMOD 5.2175807e-05
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