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The creation of effective governance mechanisms for AI agents requires a deeper understanding of their core properties and how these properties relate to questions surrounding the deployment and operation of agents in the world. This paper…

Computers and Society · Computer Science 2025-05-01 Atoosa Kasirzadeh , Iason Gabriel

This paper introduces the Shepherd Test, a new conceptual test for assessing the moral and relational dimensions of superintelligent artificial agents. The test is inspired by human interactions with animals, where ethical considerations…

Artificial Intelligence · Computer Science 2025-09-30 Djallel Bouneffouf , Matthew Riemer , Kush Varshney

Can AI effectively perform complex econometric analysis traditionally requiring human expertise? This paper evaluates AI agents' capability to master econometrics, focusing on empirical analysis performance. We develop ``MetricsAI'', an…

Econometrics · Economics 2026-01-29 Qiang Chen , Tianyang Han , Jin Li , Ye Luo , Zigan Wang , Yuxiao Wu , Xiaowei Zhang , Tuo Zhou

A short review of the literature on measurement and detection of artificial general intelligence is made. Proposed benchmarks and tests for artificial general intelligence are critically evaluated against multiple criteria. Based on the…

Artificial Intelligence · Computer Science 2021-01-07 Mark McPherson

AI systems, in particular with deep learning techniques, have demonstrated superior performance for various real-world applications. Given the need for tailored optimization in specific scenarios, as well as the concerns related to the…

Artificial Intelligence · Computer Science 2024-11-12 Zhiyu Zhu , Zhibo Jin , Hongsheng Hu , Minhui Xue , Ruoxi Sun , Seyit Camtepe , Praveen Gauravaram , Huaming Chen

Ensuring robust and fair interview assessment remains a key challenge in AI-driven evaluation. This paper presents CoMAI, a general-purpose multi-agent interview framework designed for diverse assessment scenarios. In contrast to monolithic…

Multiagent Systems · Computer Science 2026-03-18 Gengxin Sun , Ruihao Yu , Liangyi Yin , Yunqi Yang , Bin Zhang , Zhiwei Xu

How to attribute responsibility for autonomous artificial intelligence (AI) systems' actions has been widely debated across the humanities and social science disciplines. This work presents two experiments ($N$=200 each) that measure…

Computers and Society · Computer Science 2021-02-02 Gabriel Lima , Nina Grgić-Hlača , Meeyoung Cha

Narratives about artificial intelligence (AI) entangle autonomy, the capacity to self-govern, with sentience, the capacity to sense and feel. AI agents that perform tasks autonomously and companions that recognize and express emotions may…

Human-Computer Interaction · Computer Science 2026-03-03 Janet V. T. Pauketat , Daniel B. Shank , Aikaterina Manoli , Jacy Reese Anthis

AI agents are AI systems that can achieve complex goals autonomously. Assessing the level of agent autonomy is crucial for understanding both their potential benefits and risks. Current assessments of autonomy often focus on specific risks…

Artificial Intelligence · Computer Science 2025-02-24 Peter Cihon , Merlin Stein , Gagan Bansal , Sam Manning , Kevin Xu

This review critically distinguishes between AI Agents and Agentic AI, offering a structured, conceptual taxonomy, application mapping, and analysis of opportunities and challenges to clarify their divergent design philosophies and…

Artificial Intelligence · Computer Science 2025-10-01 Ranjan Sapkota , Konstantinos I. Roumeliotis , Manoj Karkee

To build a safe system that would replicate and perhaps transcend human-level intelligence, three basic modules: objective, agent, and perception are proposed for development. The objective module would ensure that the system acts in…

Computers and Society · Computer Science 2018-09-11 Ion Dronic

While the capabilities and utility of AI systems have advanced, rigorous norms for evaluating these systems have lagged. Grand claims, such as models achieving general reasoning capabilities, are supported with model performance on narrow…

Artificial Intelligence (AI), especially AI agents, is increasingly being applied to chemistry, healthcare, and manufacturing to enhance productivity. In this review, we discuss the progress of AI and agentic AI in areas related to, and…

AI agents -- systems that combine foundation models with reasoning, planning, memory, and tool use -- are rapidly becoming a practical interface between natural-language intent and real-world computation. This survey synthesizes the…

Artificial Intelligence · Computer Science 2026-01-06 Bin Xu

Evaluations of generative models are now ubiquitous, and their outcomes critically shape public and scientific expectations of AI's capabilities. Yet skepticism about their reliability continues to grow. How can we know that a reported…

Artificial Intelligence · Computer Science 2026-05-19 Nathanael Jo , Ashia Wilson

Researchers across cognitive, neuro-, and computer sciences increasingly reference human-like artificial intelligence and neuroAI. However, the scope and use of the terms are often inconsistent. Contributed research ranges widely from…

Artificial Intelligence · Computer Science 2022-12-09 Ida Momennejad

AI agent inference is driving an inference heavy datacenter future and exposes bottlenecks beyond compute - especially memory capacity, memory bandwidth and high-speed interconnect. We introduce two metrics - Operational Intensity (OI) and…

Artificial Intelligence · Computer Science 2026-01-30 Yiren Zhao , Junyi Liu

Artificial intelligence develops techniques and systems whose performance must be evaluated on a regular basis in order to certify and foster progress in the discipline. We will describe and critically assess the different ways AI systems…

Artificial Intelligence · Computer Science 2016-08-23 Jose Hernandez-Orallo

We extend the moduli-theoretic framework of psychometric batteries to the domain of dynamical systems. While previous work established the AAI capability score as a static functional on the space of agent representations, this paper…

Artificial Intelligence · Computer Science 2025-12-03 Przemyslaw Chojecki

We seek measurable properties of AI agents that make them better or worse teammates from the subjective perspective of human collaborators. Our experiments use the cooperative card game Hanabi -- a common benchmark for AI-teaming research.…

Human-Computer Interaction · Computer Science 2025-03-21 Ho Chit Siu , Jaime D. Peña , Yutai Zhou , Ross E. Allen