Abstracts of published research. Full papers are at the publisher.
← Back to Documentation HubProposes an intent-aware control plane whose central contribution is the decision artifact: a durable, versioned, auditable record of how an intent became an executable plan — which policies applied, which capabilities were evaluated, which alternatives were rejected, and why. A prototype of the decision layer agrees with the OPA Gatekeeper constraint library's published verdicts on 42 of 42 encodable cases; the context-signal and ranking stages remain design claims.
arXiv:2609.21299 [cs.DC], v1, 18 September 2026. DOI 10.48550/arXiv.2609.21299. CC BY 4.0.
Supplies the half of Croissant's data use conditions that no version specifies — how they are evaluated: an additive profile lets a dataset declare the operations it admits and the conditions under which it admits them, over five operators with a complete decision procedure, so a gate decides from the descriptor alone and records what it checked. On descriptors that gated a real nf-core pipeline, profile decisions match the native record for record at 11.7 µs added cost against a 119 µs decision.
arXiv:2609.19640 [cs.LG], v1, 17 September 2026. DOI 10.48550/arXiv.2609.19640.
Slides for a Birds-of-a-Feather session on what it would take to put a quantum step inside a regulated biopharmaceutical pipeline: what evidence must accompany a quantum result before a regulated workflow can evaluate it, which biological use cases are credible on noisy intermediate-scale devices and which depend on fault tolerance, and which governance requirements hold in both regimes.
BOF-2099, 14 September 2026. Slides on Zenodo, DOI 10.5281/zenodo.22841352. CC BY 4.0.
Introduces a policy-aware supervisory architecture for heterogeneous biomedical manipulators in which task intents, lifecycle states, policy decisions, refusal rationale and telemetry traces are first-class runtime artifacts, so an unsafe intent is refused before any planner or driver runs; a simulated plate transfer across a Cartesian pipettor and a 6-DOF arm shows the same intent-level workflow on both, with complete trace reconstruction.
In the conference proceedings; IEEE Xplore record pending.
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.
Presents a control-plane architecture for Big Data as a Service that models workflows as adaptive, policy-aware service entities rather than static DAGs, combining a dual-record execution model adapted from pharmaceutical batch manufacturing with workflow-level semantic caching; on clustered workloads the cache reduces backend requests by 81% and median latency by 93%.
IEEE, pp. 125–129. DOI 10.1109/BigDataService70481.2026.00025
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
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.
Journal article on tunnelling photoionization in a two-color (bichromatic) laser field.
Vol. 34, no. 3, pp. 363–368, 2001. DOI 10.1088/0953-4075/34/3/313