Papers

Abstracts of published research. Full papers are at the publisher.

← Back to Documentation Hub

Dataset Descriptors for Autonomous and Observable Biomedical Data Pipelines

IEEE EMBC 2026, Toronto, 26–30 July 2026 Alexander Chernov · 2026

Introduces dataset descriptors as a control-plane abstraction for autonomous biomedical pipelines: structured, versioned specifications that bind a dataset to its policies, permissible actions, and observability requirements, enabling decentralized policy enforcement and real-time auditability in regulated research environments.

In the conference proceedings; IEEE Xplore record pending.

Agentic Datasets as an Engineering Control Plane

IEEE CCECE 2026, Montreal, 18–20 May 2026 Alexander Chernov · 2026

Introduces Agentic Datasets as a standalone engineering control-plane abstraction in which datasets are elevated from passive storage artifacts to first-class stateful entities encoding intent, policy, and lifecycle semantics across heterogeneous data-intensive infrastructure.

IEEE, pp. 326–332. DOI 10.1109/CCECE68150.2026.11610344

Agentic Datasets as a Control-Plane Abstraction for Data-Intensive Systems

ANNSIM 2026 (SCS) — work-in-progress track Alexander Chernov · 2026

DEVS-grounded control-plane formulation of agentic datasets, framing dataset evolution as discrete-event behavior and using discrete-event simulation to evaluate policy, observability, and lifecycle semantics for data-intensive systems.

Work-in-progress paper, 4 pp, SCS Digital Library. The full-paper submission was not accepted; the chairs invited this WiP version.