98 citations · 109 across the 7 of their papers we have counts for
9 papers
Towards an AI Software Factory for Data Systems
Anna Pavlenko, Bogdan Crivat, Brandon Haynes +23
AI-assisted coding tools deliver significant acceleration of coding, but only limited impact across the end-to-end software development lifecycle (SDLC)--an Amdahl's law effect! In…
Towards Building Autonomous Data Services on Azure
Yiwen Zhu, Yuanyuan Tian, Joyce Cahoon +35
Modern cloud has turned data services into easily accessible commodities. With just a few clicks, users are now able to access a catalog of data processing systems for a wide range…
VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building [Technical Report]
Maureen Daum, Enhao Zhang, Dong He +4
We introduce VOCALExplore, a system designed to support users in building domain-specific models over video datasets. VOCALExplore supports interactive labeling sessions and trains…
EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions [Technical Report]
Enhao Zhang, Maureen Daum, Dong He +3
We introduce EQUI-VOCAL: a new system that automatically synthesizes queries over videos from limited user interactions. The user only provides a handful of positive and negative e…
VSS: A Storage System for Video Analytics [Technical Report]
Brandon Haynes, Maureen Daum, Dong He +4
We present a new video storage system (VSS) designed to decouple high-level video operations from the low-level details required to store and efficiently retrieve video data. VSS i…
TASM: A Tile-Based Storage Manager for Video Analytics
Maureen Daum, Brandon Haynes, Dong He +2
Modern video data management systems store videos as a single encoded file, which significantly limits possible storage level optimizations. We design, implement, and evaluate TASM…
Vignette: Perceptual Compression for Video Storage and Processing Systems
Amrita Mazumdar, Brandon Haynes, Magdalena Balazinska +3
Compressed videos constitute 70% of Internet traffic, and video upload growth rates far outpace compute and storage improvement trends. Past work in leveraging perceptual cues like…
The BigDAWG Polystore System and Architecture
Vijay Gadepally, Peinan Chen, Jennie Duggan +6
Organizations are often faced with the challenge of providing data management solutions for large, heterogenous datasets that may have different underlying data and programming mod…
PipeGen: Data Pipe Generator for Hybrid Analytics
Brandon Haynes, Alvin Cheung, Magdalena Balazinska
We develop a tool called PipeGen for efficient data transfer between database management systems (DBMSs). PipeGen targets data analytics workloads on shared-nothing engines. It sup…