5 citations · 9 across the 8 of their papers we have counts for
9 papers
Efficiently Linking Unstructured Data for Multi-step Reasoning
Jiaming Liang, Haydn Jones, Jacob R. Gardner +2
Modern LLMs and AI agents increasingly support data engineering workflows that integrate evidence from unstructured sources. Such pipelines typically do data retrieval, integration…
Prune, Don't Rebuild: Efficiently Tuning -Reachable Graphs for Nearest Neighbor Search
Tian Zhang, Ashwin Padaki, Jiaming Liang +2
Vector similarity search is an essential primitive in modern AI and ML applications. Most vector databases adopt graph-based approximate nearest neighbor (ANN) search algorithms, s…
Low Rank Learning for Offline Query Optimization
Zixuan Yi, Yao Tian, Zachary G. Ives +1
Recent deployments of learned query optimizers use expensive neural networks and ad-hoc search policies. To address these issues, we introduce \textsc{LimeQO}, a framework for offl…
Adding Domain Knowledge to Query-Driven Learned Databases
Peizhi Wu, Ryan Marcus, Zachary G. Ives
In recent years, \emph{learned cardinality estimation} has emerged as an alternative to traditional query optimization methods: by training machine learning models over observed qu…
RITA: Group Attention is All You Need for Timeseries Analytics
Jiaming Liang, Lei Cao, Samuel Madden +2
Timeseries analytics is of great importance in many real-world applications. Recently, the Transformer model, popular in natural language processing, has been leveraged to learn hi…
Proceedings of the Third Workshop on Software Foundations for Data Interoperability (SFDI2019+), October 28, 2019, Fukuoka, Japan
Soichiro Hidaka, Yasunori Ishihara, Zachary G. Ives
This volume contains the papers presented at the Third Workshop on Software Foundations for Data Interoperability (SFDI2019+) held on October 28, 2019, in Fukuoka, co-located with…
Enabling Incremental Query Re-Optimization
Mengmeng Liu, Zachary G. Ives, Boon Thau Loo
As declarative query processing techniques expand in scope --- to the Web, data streams, network routers, and cloud platforms --- there is an increasing need for adaptive query pro…
REX: Recursive, Delta-Based Data-Centric Computation
Svilen R. Mihaylov, Zachary G. Ives, Sudipto Guha
In today's Web and social network environments, query workloads include ad hoc and OLAP queries, as well as iterative algorithms that analyze data relationships (e.g., link analysi…
Interactive Data Integration through Smart Copy & Paste
Zachary Ives, Craig Knoblock, Steve Minton +6
In many scenarios, such as emergency response or ad hoc collaboration, it is critical to reduce the overhead in integrating data. Ideally, one could perform the entire process inte…