Improving DBMS Scheduling Decisions with Fine-grained Performance Prediction on Concurrent Queries -- Extended

Authors: Wu, Ziniu, Markakis, Markos, Liu, Chunwei, Chen, Peter Baile, Narayanaswamy, Balakrishnan, Kraska, Tim, Madden, Samuel

Subject Terms: Computer Science - Databases, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2501.16256

Blueprinting the Cloud: Unifying and Automatically Optimizing Cloud Data Infrastructures with BRAD -- Extended Version

Authors: Yu, Geoffrey X., Wu, Ziniu, Kossmann, Ferdi, Li, Tianyu, Markakis, Markos, Ngom, Amadou, Madden, Samuel, Kraska, Tim

Subject Terms: Computer Science - Databases

Access URL: http://arxiv.org/abs/2407.15363

A Declarative System for Optimizing AI Workloads

Authors: Liu, Chunwei, Russo, Matthew, Cafarella, Michael, Cao, Lei, Chen, Peter Baille, Chen, Zui, Franklin, Michael, Kraska, Tim, Madden, Samuel, Vitagliano, Gerardo

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Databases, H.2.3, I.2.5

Access URL: http://arxiv.org/abs/2405.14696

Unshackling Database Benchmarking from Synthetic Workloads

Authors: Negi, Parimarjan, Bindschaedler, Laurent, Alizadeh, Mohammad, Kraska, Tim, Leeka, Jyoti, Gruenheid, Anja, Interlandi, Matteo

Source: 2023 IEEE 39th International Conference on Data Engineering (ICDE) ICDE Data Engineering (ICDE), 2023 IEEE 39th International Conference on. :3659-3662 Apr, 2023

Relation: 2023 IEEE 39th International Conference on Data Engineering (ICDE)

PipeRAG: Fast Retrieval-Augmented Generation via Algorithm-System Co-design

Authors: Jiang, Wenqi, Zhang, Shuai, Han, Boran, Wang, Jie, Wang, Bernie, Kraska, Tim

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2403.05676

Stage: Query Execution Time Prediction in Amazon Redshift

Authors: Wu, Ziniu, Marcus, Ryan, Liu, Zhengchun, Negi, Parimarjan, Nathan, Vikram, Pfeil, Pascal, Saxena, Gaurav, Rahman, Mohammad, Narayanaswamy, Balakrishnan, Kraska, Tim

Subject Terms: Computer Science - Databases

Access URL: http://arxiv.org/abs/2403.02286

Extract-Transform-Load for Video Streams

Authors: Kossmann, Ferdinand, Wu, Ziniu, Lai, Eugenie, Tatbul, Nesime, Cao, Lei, Kraska, Tim, Madden, Samuel

Source: Proc. VLDB Endow. 16, 9 (May 2023), 2302-2315

Subject Terms: Computer Science - Databases, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2310.04830

SEED: Domain-Specific Data Curation With Large Language Models

Authors: Chen, Zui, Cao, Lei, Madden, Sam, Kraska, Tim, Shang, Zeyuan, Fan, Ju, Tang, Nan, Gu, Zihui, Liu, Chunwei, Cafarella, Michael

Subject Terms: Computer Science - Databases, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2310.00749

ExSample: Efficient Searches on Video Repositories through Adaptive Sampling

Authors: Moll, Oscar, Bastani, Favyen, Madden, Sam, Stonebraker, Mike, Gadepally, Vijay, Kraska, Tim

Source: 2022 IEEE 38th International Conference on Data Engineering (ICDE) ICDE Data Engineering (ICDE), 2022 IEEE 38th International Conference on. :2956-2968 May, 2022

Relation: 2022 IEEE 38th International Conference on Data Engineering (ICDE)

Parallel External Sorting of ASCII Records Using Learned Models

Authors: Kristo, Ani, Kraska, Tim

Subject Terms: Computer Science - Databases, Computer Science - Data Structures and Algorithms

Access URL: http://arxiv.org/abs/2305.05671

Towards a Benchmark for Learned Systems

Authors: Bindschaedler, Laurent, Kipf, Andreas, Kraska, Tim, Marcus, Ryan, Minhas, Umar Farooq

Source: 2021 IEEE 37th International Conference on Data Engineering Workshops (ICDEW) ICDEW Data Engineering Workshops (ICDEW), 2021 IEEE 37th International Conference on. :127-133 Apr, 2021

Relation: 2021 IEEE 37th International Conference on Data Engineering Workshops (ICDEW)

FactorJoin: A New Cardinality Estimation Framework for Join Queries

Authors: Wu, Ziniu, Negi, Parimarjan, Alizadeh, Mohammad, Kraska, Tim, Madden, Samuel

Subject Terms: Computer Science - Databases, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2212.05526

Fast Mapping onto Census Blocks

Authors: Kepner, Jeremy, Kipf, Andreas, Engwirda, Darren, Vembar, Navin, Jones, Michael, Milechin, Lauren, Gadepally, Vijay, Hill, Chris, Kraska, Tim, Arcand, William, Bestor, David, Bergeron, William, Byun, Chansup, Hubbell, Matthew, Houle, Michael, Kirby, Andrew, Klein, Anna, Mullen, Julie, Prout, Andrew, Reuther, Albert, Rosa, Antonio, Samsi, Sid, Yee, Charles, Michaleas, Peter

Source: 2020 IEEE High Performance Extreme Computing Conference (HPEC) High Performance Extreme Computing Conference (HPEC), 2020 IEEE. :1-8 Sep, 2020

Relation: 2020 IEEE High Performance Extreme Computing Conference (HPEC)

Getting Swole: Generating Access-Aware Code with Predicate Pullups

Authors: Crotty, Andrew, Galakatos, Alex, Kraska, Tim

Source: 2020 IEEE 36th International Conference on Data Engineering (ICDE) Data Engineering (ICDE), 2020 IEEE 36th International Conference on. :1273-1284 Apr, 2020

Relation: 2020 IEEE 36th International Conference on Data Engineering (ICDE)

Cost-Guided Cardinality Estimation: Focus Where it Matters

Authors: Negi, Parimarjan, Marcus, Ryan, Mao, Hongzi, Tatbul, Nesime, Kraska, Tim, Alizadeh, Mohammad

Source: 2020 IEEE 36th International Conference on Data Engineering Workshops (ICDEW) Data Engineering Workshops (ICDEW), 2020 IEEE 36th International Conference on. :154-157 Apr, 2020

Relation: 2020 IEEE 36th International Conference on Data Engineering Workshops (ICDEW)

LSI: A Learned Secondary Index Structure

Authors: Kipf, Andreas, Horn, Dominik, Pfeil, Pascal, Marcus, Ryan, Kraska, Tim

Subject Terms: Computer Science - Databases, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2205.05769

VizCertify: A Framework for Secure Visual Data Exploration

Authors: De Stefani, Lorenzo, Spiegelberg, Leonhard F., Upfal, Eli, Kraska, Tim

Source: 2019 IEEE International Conference on Data Science and Advanced Analytics (DSAA) Data Science and Advanced Analytics (DSAA), 2019 IEEE International Conference on. :241-251 Oct, 2019

Relation: 2019 IEEE International Conference on Data Science and Advanced Analytics (DSAA)

Slice Finder: Automated Data Slicing for Model Validation

Authors: Chung, Yeounoh, Kraska, Tim, Polyzotis, Neoklis, Tae, Ki Hyun, Whang, Steven Euijong

Source: 2019 IEEE 35th International Conference on Data Engineering (ICDE) Data Engineering (ICDE), 2019 IEEE 35th International Conference on. :1550-1553 Apr, 2019

Relation: 2019 IEEE 35th International Conference on Data Engineering (ICDE)

How I Learned to Stop Worrying and Love Re-optimization

Authors: Perron, Matthew, Shang, Zeyuan, Kraska, Tim, Stonebraker, Michael

Source: 2019 IEEE 35th International Conference on Data Engineering (ICDE) Data Engineering (ICDE), 2019 IEEE 35th International Conference on. :1758-1761 Apr, 2019

Relation: 2019 IEEE 35th International Conference on Data Engineering (ICDE)

Bounding the Last Mile: Efficient Learned String Indexing

Authors: Spector, Benjamin, Kipf, Andreas, Vaidya, Kapil, Wang, Chi, Minhas, Umar Farooq, Kraska, Tim

Subject Terms: Computer Science - Databases, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2111.14905