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Significant digitalization of financial services in a short period of time has led to an urgent demand to have autonomous, transparent and real-time credit risk decision making systems. The traditional machine learning models are effective…

人工智能 · 计算机科学 2026-01-06 Chandra Sekhar Kubam

As AI agents integrate into enterprise applications, their evaluation demands benchmarks that reflect the complexity of real-world operations. Instead, existing benchmarks overemphasize open-domains such as code, use narrow accuracy…

人工智能 · 计算机科学 2026-02-03 Amanda Dsouza , Ramya Ramakrishnan , Charles Dickens , Bhavishya Pohani , Christopher M Glaze

Agentic AIs $-$ AIs that are capable and permitted to undertake complex actions with little supervision $-$ mark a new frontier in AI capabilities and raise new questions about how to safely create and align such systems with users,…

计算机与社会 · 计算机科学 2024-10-04 Hayley Clatterbuck , Clinton Castro , Arvo Muñoz Morán

Cybersecurity decision-making increasingly occurs in environments characterized by uncertainty, partial observability, and adversarial manipulation, where heterogeneous signals from multiple sources are often incomplete, ambiguous, or…

密码学与安全 · 计算机科学 2026-05-01 Andrei Kojukhov , Arkady Bovshover

We model a competitive market where AI agents buy answers from upstream generative models and resell them to users who differ in how much they value accuracy and in how much they fear hallucinations. Agents can privately exert effort for…

理论经济学 · 经济学 2026-04-14 Engin Iyidogan , Ali I. Ozkes

Agentic AI marks an important transition from single-step generative models to systems capable of reasoning, planning, acting, and adapting over long-lasting tasks. By integrating memory, tool use, and iterative decision cycles, these…

密码学与安全 · 计算机科学 2026-01-12 Sahaya Jestus Lazer , Kshitiz Aryal , Maanak Gupta , Elisa Bertino

The rapid and dynamic pace of Artificial Intelligence (AI) and Machine Learning (ML) is revolutionizing the insurance sector. AI offers significant, very much welcome advantages to insurance companies, and is fundamental to their…

机器学习 · 计算机科学 2023-01-19 Elisa Luciano , Matteo Cattaneo , Ron Kenett

To enable human oversight, agentic AI systems often provide a trace of reasoning and action steps. Designing traces to have an informative, but not overwhelming, level of detail remains a critical challenge. In three user studies on a…

Agentic Artificial Intelligence (AI) can autonomously pursue long-term goals, make decisions, and execute complex, multi-turn workflows. Unlike traditional generative AI, which responds reactively to prompts, agentic AI proactively…

计算机与社会 · 计算机科学 2025-02-18 Anirban Mukherjee , Hannah Hanwen Chang

When AI systems make errors in high-stakes domains like medical diagnosis or autonomous vehicles, a single algorithmic flaw across varying operational contexts can generate highly heterogeneous losses that challenge traditional insurance…

机器学习 · 计算机科学 2026-03-31 Dimitris Bertsimas , Agni Orfanoudaki

Across healthcare, agentic artificial intelligence (AI) systems are increasingly promoted as capable of autonomous action, yet in practice they currently operate under near-total human oversight due to safety, regulatory, and liability…

AI-enabled capabilities are reaching the requisite level of maturity to be deployed in the real world, yet do not always make correct or safe decisions. One way of addressing these concerns is to leverage AI control systems alongside and in…

机器学习 · 计算机科学 2024-10-10 Walt Woods , Alexander Grushin , Simon Khan , Alvaro Velasquez

Cybersecurity is being fundamentally reshaped by foundation-model-based artificial intelligence. Large language models now enable autonomous planning, tool orchestration, and strategic adaptation at scale, challenging security architectures…

密码学与安全 · 计算机科学 2025-12-30 Tao Li , Quanyan Zhu

Contemporary benchmarks for agentic artificial intelligence (AI) frequently evaluate safety through isolated task-level accuracy thresholds, implicitly treating autonomous systems as single points of failure. This single-channel paradigm…

计算机与社会 · 计算机科学 2026-02-24 Nelu D. Radpour

The rapid diffusion of agentic AI has created a new coverage problem for commercial insurance: some AI-mediated losses are now affirmatively insured, some create silent-AI exposure under legacy cyber, technology errors-and-omissions (E&O),…

风险管理 · 定量金融 2026-05-20 Alex Leung , Rex Zhang , Ervin Ling , Kentaroh Toyoda , SiewMei Loh

Alignment research focuses on making individual AI systems reliable. Human institutions achieve reliable collective behaviour differently: they mitigate the risk posed by misaligned individuals through organisational structure. Multi-agent…

人工智能 · 计算机科学 2026-02-17 William Waites

Despite the growing prevalence of human-AI decision making, the human-AI team's decision performance often remains suboptimal, partially due to insufficient examination of humans' own reasoning. In this paper, we explore designing AI…

人机交互 · 计算机科学 2026-03-03 Harry Yizhou Tian , Hasan Amin , Ming Yin

The implementation of agentic AI systems has the potential of providing more helpful AI systems in a variety of applications. These systems work autonomously towards a defined goal with reduced external control. Despite their potential, one…

人工智能 · 计算机科学 2025-11-13 Niclas Flehmig , Mary Ann Lundteigen , Shen Yin

This paper develops a control-theoretic framework for analyzing agentic systems embedded within feedback control loops, where an AI agent may adapt controller parameters, select among control strategies, invoke external tools, reconfigure…

系统与控制 · 电气工程与系统科学 2026-03-26 Ali Eslami , Jiangbo Yu

The advent of large language models has ushered in a new era of agentic systems, where artificial intelligence programs exhibit remarkable autonomous decision-making capabilities across diverse domains. This paper explores agentic system…

人工智能 · 计算机科学 2025-05-01 Izunna Okpala , Ashkan Golgoon , Arjun Ravi Kannan
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