3 papers
cs.DB2026
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…
cs.DC2025
ECCO: Leveraging Cross-Camera Correlations for Efficient Live Video Continuous Learning
Yuze He, Ferdi Kossmann, Srinivasan Seshan +1
Recent advances in video analytics address real-time data drift by continuously retraining specialized, lightweight DNN models for individual cameras. However, the current practice…
cs.LG2025
Is the GPU Half-Empty or Half-Full? Practical Scheduling Techniques for LLMs
Ferdi Kossmann, Bruce Fontaine, Daya Khudia +2
Serving systems for Large Language Models (LLMs) improve throughput by processing several requests concurrently. However, multiplexing hardware resources between concurrent request…