mlsanityData to 14 Oct 2026

Test and Evaluation Framework for Multi-Agent Systems of Autonomous Intelligent Agents

arXiv 2101.10430 ↗First posted 25 Jan 2021eess.SY cs.AI cs.SEcited by 2

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Abstract (arXiv)

Test and evaluation is a necessary process for ensuring that engineered systems perform as intended under a variety of conditions, both expected and unexpected. In this work, we consider the unique challenges of developing a unifying test and evaluation framework for complex ensembles of cyber-physical systems with embedded artificial intelligence. We propose a framework that incorporates test and evaluation throughout not only the development life cycle, but continues into operation as the system learns and adapts in a noisy, changing, and contended environment. The framework accounts for the challenges of testing the integration of diverse systems at various hierarchical scales of composition while respecting that testing time and resources are limited. A generic use case is provided for illustrative purposes and research directions emerging as a result of exploring the use case via the framework are suggested.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 1 of its 11 references that are in the map. First posted on arXiv 25 Jan 2021.

Builds on

1 of 11 references.

References · 1

  1. 2019A Formal Approach to Physics-Based Attacks in Cyber-Physical Systems (Extended Version)cited by 2

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2024: 1; 2025: 0; 2026: 1.

2 papers.