From the 1 of 4 linked papers with an AI index.
4 papers
AutoSLO: Practical Latency SLOs on Cloud Data Warehouses -- Extended Version
Markos Markakis, Tim Kraska
AutoSLO is a framework that automatically manages compute clusters in cloud data warehouses to meet latency service-level objectives while reducing resource waste, using proactive…
KramaBench: A Benchmark for AI Systems on Data-to-Insight Pipelines over Data Lakes
Eugenie Lai, Gerardo Vitagliano, Ziyu Zhang +16
Discovering insights from a real-world data lake potentially containing unclean, semi-structured, and unstructured data requires a variety of data processing tasks, ranging from ex…
Causal DAG Summarization (Full Version)
Anna Zeng, Michael Cafarella, Batya Kenig +3
Causal inference aids researchers in discovering cause-and-effect relationships, leading to scientific insights. Accurate causal estimation requires identifying confounding variabl…
Improving DBMS Scheduling Decisions with Fine-grained Performance Prediction on Concurrent Queries -- Extended
Ziniu Wu, Markos Markakis, Chunwei Liu +4
Query scheduling is a critical task that directly impacts query performance in database management systems (DBMS). Deeply integrated schedulers, which require changes to DBMS inter…