3 papers
cs.DB2026
"Will This Data Break My Task?" - Interactive Synthesis of Task-Aware Data Unit Tests
Hao Chen, Arnab Phani, Sebastian Schelter
Data is a central resource for modern enterprises and institutions, and data errors propagating through data pipelines lead to serious impact in production. Therefore, data validat…
cs.LG2026
PrismaDV: Automated Task-Aware Data Unit Test Generation
Hao Chen, Arnab Phani, Sebastian Schelter
Data is a central resource for modern enterprises, and data validation is essential for ensuring the reliability of downstream applications. However, existing automated data unit t…
cs.DB2026
stratum: A System Infrastructure for Massive Agent-Centric ML Workloads
Arnab Phani, Elias Strauss, Sebastian Schelter
Recent advances in large language models (LLMs) transform how machine learning (ML) pipelines are developed and evaluated. LLMs enable a new type of workload, agentic pipeline sear…