2 papers
cs.DB2026
ML Engineering Agents - A Data Management Perspective
Arnab Phani, Elias Strauss, Tim Schuster +1
Machine learning engineering (MLE) agents are emerging as a new paradigm for automating end-to-end ML pipeline development. Using large language models for code generation and pred…
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…