activity
20212026
most citedMLOps Challenges in Multi-Organization Setup: Experiences from Two Real-World Cases

40 citations · 137 across the 27 of their papers we have counts for

collaborators

30 papers

cs.SE2026

Realization Divergence in Multi-Provider Quantum Computing: A Pre-Registered Study of What Survives Measurement

Jouni Peltonen, Vlad Stirbu, Tommi Mikkonen

Quantum programs pass through compilers, transpilers and vendor services before execution. However, the distance between what was written and what runs is rarely measured. We call…

cs.RO2026

Agentic RSR: Real-to-Sim-to-Real through Scene Reconstruction and Execution-Grounded Robot Policies

Yihan Li, Yating Feng, Shengjiu Sun +7

A simulation of a real robot workspace must preserve task-relevant interactions, while policies developed in it must operate on observations available to the real robot. Yet scene…

quant-ph2026

Qlippy: A Retrieval-Augmented GenAI Assistant for Reproducible Quantum Workflows and Experiment Tracking

Mahee Gamage, Vlad Stirbu

Quantum software development is iterative and error-prone. Noisy hardware and repeated re-execution make experiment tracking, provenance, and reproducibility essential, yet these p…

quant-ph2026

Toward Standardized Quantum Provenance: A Cross-Provider Analysis, Unified API, and Reference Prototype

Jouni Peltonen, Vlad Stirbu, Tommi Mikkonen +1

Quantum software development requires provenance describing programs, compilation, execution, hardware characterization, results, and software environments, but providers expose th…

quant-ph2026

Catching Transpilation Drift with a CI/CD Workflow in Quantum Software Development

Jouni Peltonen, Otso Kinanen, Vlad Stirbu

Quantum software workflows rely on compiler and provider toolchains that evolve independently of application source code. Consequently, an unchanged quantum circuit may transpile i…

quant-ph2026

Observing the Quantum Compiler through Automatic Experiment Tracking for Qiskit

Vlad Stirbu, Arianne Meijer van de Griend

Understanding the effectiveness of quantum compilation techniques requires visibility into the entire transpilation process, not just the final circuit metrics. This demonstration…

quant-ph2026

Systematic Experiment Tracking in Quantum Software: A Case Study of Reservoir Computing with Error Mitigation

Otso Kinanen, Valter Uotila, Vlad Stirbu

Quantum computers are more widely available than ever, making the field more accessible and widespread. Practitioners are coming from a wide range of domains, conducting experiment…

cs.SE2026

Navigating the Socio-Technical Complexity Challenge in Quantum Software Ecosystems

Ronja Heikkinen, Santiago Núñez-Corrales, Vlad Stirbu

Quantum computing environments are composed of heterogeneous layers spanning hardware, software development kits, and applications. Practitioners curating these environments face a…

cs.SE2026

Shift-Up: A Framework for Software Engineering Guardrails in AI-native Software Development -- Initial Findings

Petrus Lipsanen, Liisa Rannikko, François Christophe +3

Generative AI (GenAI) is reshaping software engineering by shifting development from manual coding toward agent-driven implementation. While vibe coding promises rapid prototyping,…

cs.SE2025

Towards Shift-Up: A Framework and a Prestudy on High-Value Activities in GenAI Native Software Development

Vlad Stirbu, Mateen Ahmed Abbasi, Teerath Das +8

Generative AI (GenAI) has significantly influenced software engineering. Associated tools have created a shift in software engineering, where specialized agents, based on user-prov…

quant-ph2025★ 2 cited

Toolchain for Faster Iterations in Quantum Software Development

Otso Kinanen, Andrés D. Muñoz-Moller, Vlad Stirbu +1

Quantum computing proposes a revolutionary paradigm that can radically transform numerous scientific and industrial application domains. To realize this promise, these new capabili…

quant-ph2025

Enhancing Quantum Software Development Process with Experiment Tracking

Mahee Gamage, Otso Kinanen, Jake Muff +1

As quantum computing advances from theoretical promise to experimental reality, the need for rigorous experiment tracking becomes critical. Drawing inspiration from best practices…

quant-ph2025

Towards reliable quantum software, algorithm and use-case development: Multidisciplinary analysis from the perspective of Finnish industries

Matti Silveri, Tommi Mikkonen, Kimmo Halunen +6

Quantum computing is a disruptive technology with the potential to transform various fields. It has predicted abilities to solve complex computational problems beyond the reach of…

quant-ph2025

Productive Quantum Programming Needs Better Abstract Machines

Santiago Núñez-Corrales, Olivia Di Matteo, John Dumbell +4

An effective, accessible abstraction hierarchy has made using and programming computers possible for people across all disciplines. Establishing such a hierarchy for quantum progra…

quant-ph2024

QADL: Prototype of Quantum Architecture Description Language

Muhammad Waseem, Tommi Mikkonen, Aakash Ahmad +4

Quantum Software (QSW) uses the principles of quantum mechanics, specifically programming quantum bits (qubits) that manipulate quantum gates, to implement quantum computing system…

cs.SE2024★ 3 cited

Towards regulatory compliant lifecycle for AI-based medical devices in EU: Industry perspectives

Tuomas Granlund, Vlad Stirbu, Tommi Mikkonen

Despite the immense potential of AI-powered medical devices to revolutionize healthcare, concerns regarding their safety in life-critical applications remain. While the European re…

quant-ph2024

Improving Quantum Developer Experience with Kubernetes and Jupyter Notebooks

Otso Kinanen, Andrés D. Muñoz-Moller, Vlad Stirbu +1

Quantum computing proposes a revolutionary paradigm that can radically transform numerous scientific and industrial application domains. To realize this promise, new capabilities n…

quant-ph2024★ 28 cited

Qubernetes: Towards a Unified Cloud-Native Execution Platform for Hybrid Classic-Quantum Computing

Vlad Stirbu, Otso Kinanen, Majid Haghparast +1

Context: The emergence of quantum computing proposes a revolutionary paradigm that can radically transform numerous scientific and industrial application domains. The ability of qu…

cs.SE2024★ 1 cited

Quantum Computing for All: Online Courses Built Around Interactive Visual Quantum Circuit Simulator

Juha Reinikainen, Vlad Stirbu, Teiko Heinosaari +2

Quantum computing is a highly abstract scientific discipline, which, however, is expected to have great practical relevance in future information technology. This forces educators…

cs.SE2024★ 2 cited

Exposing the hidden layers and interplay in the quantum software stack

Vlad Stirbu, Arianne Meijer-van de Griend, Jake Muff

Current and near-future quantum computers face resource limitations due to noise and low qubit counts. Despite this, effective quantum advantage can still be achieved due to the ex…

cs.SE2023★ 5 cited

Software Architecture Challenges in Integrating Hybrid Classical-Quantum Systems

Vlad Stirbu, Tommi Mikkonen

The emergence of quantum computing proposes a revolutionary paradigm that can radically transform numerous scientific and industrial application domains. The ability of quantum com…

cs.SE2023★ 3 cited

Quantum Algorithm Cards: Streamlining the development of hybrid classical-quantum applications

Vlad Stirbu, Majid Haghparast

The emergence of quantum computing proposes a revolutionary paradigm that can radically transform numerous scientific and industrial application domains. The ability of quantum com…

cs.SE2023★ 12 cited

Quantum Software Engineering Challenges from Developers' Perspective: Mapping Research Challenges to the Proposed Workflow Model

Majid Haghparast, Tommi Mikkonen, Jukka K. Nurminen +1

Despite the increasing interest in quantum computing, the aspect of development to achieve cost-effective and reliable quantum software applications has been slow. One barrier is t…

quant-ph2023★ 10 cited

Full-Stack Quantum Software in Practice: Ecosystem, Stakeholders and Challenges

Vlad Stirbu, Majid Haghparast, Muhammad Waseem +2

The emergence of quantum computing has introduced a revolutionary paradigm capable of transforming numerous scientific and industrial sectors. Nevertheless, realizing the practical…