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publications
stratum: A System Infrastructure for Massive Agent-Centric ML Workloads
Published in PVLDB 2026, 2026
A unified infrastructure that decouples pipeline execution from planning and reasoning during agentic pipeline search, compiling batches of ML pipelines into optimized execution graphs on a Rust-based runtime.
Recommended citation: Arnab Phani, Elias Strauss, Sebastian Schelter. (2026). "stratum: A System Infrastructure for Massive Agent-Centric ML Workloads." PVLDB. 19(11).
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talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
MLMMI - Machine Learning Model Management and Inference
Graduate course, TU Berlin, Faculty of Electrical Engineering and Computer Science, 2026
Teaching assistant for MLMMI (course website by the instructor, Arnab Phani), an advanced course on the system and data management challenges of managing and serving machine learning models.