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This paper examines the interactions between selected coordination modes and dynamic team composition, and their joint effects on task performance under different task complexity and individual learning conditions. Prior research often…

综合经济学 · 经济学 2024-01-12 Darío Blanco-Fernández , Stephan Leitner , Alexandra Rausch

We examined the mechanisms underlying productivity and performance gains from AI agents using a large-scale experiment on Pairit, a platform we developed to study human-AI collaboration. We randomly assigned 2,234 participants to…

计算机与社会 · 计算机科学 2026-02-06 Harang Ju , Sinan Aral

A network of spatially distributed data centers can provide operational flexibility to power systems by shifting computing tasks among electrically remote locations. However, harnessing this flexibility in real-time through the standard…

系统与控制 · 电气工程与系统科学 2024-06-21 Vladimir Dvorkin

Generative AI is rapidly reshaping creative work, raising critical questions about its beneficiaries and societal implications. This study challenges prevailing assumptions by exploring how generative AI interacts with diverse forms of…

人机交互 · 计算机科学 2024-12-06 Meiling Huang , Ming Jin , Ning Li

As artificial intelligence (AI) continues to reshape the workforce, its current trajectory raises pressing questions about its ultimate purpose. Why does job automation dominate the agenda, even at the expense of human agency and equity?…

人机交互 · 计算机科学 2025-04-18 Marios Constantinides , Daniele Quercia

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…

人工智能 · 计算机科学 2026-01-06 Bin Xu

Agentic AI serving converts monolithic LLM-based inference to autonomous problem-solvers that can plan, call tools, perform reasoning, and adapt on the fly. Due to diverse task execution need, such serving heavily rely on heterogeneous…

人工智能 · 计算机科学 2026-04-20 Ritik Raj , Souvik Kundu , Ishita Vohra , Hong Wang , Tushar Krishna

Deciding how to distribute work between humans and AI systems is a central challenge in organisational design. Most approaches treat this as a binary choice, yet the operational reality is richer: humans and AI routinely share tasks or take…

人工智能 · 计算机科学 2026-05-19 Vicente Pelechano , Antoni Mestre , Manoli Albert , Miriam Gil

This paper explores the capacity of artificial intelligence (AI) algorithms to autonomously design incentive-compatible contracts in dual-principal-agent settings, a relatively unexplored aspect of algorithmic mechanism design. We develop a…

人工智能 · 计算机科学 2024-06-14 Qian Qi

Healthcare productivity is shaped not only by clinical complexity but by the costs of coordinating work under uncertainty. Transaction-cost economics offers a theory of these coordination frictions, yet has rarely been operationalised at…

人工智能 · 计算机科学 2026-04-21 Ari Ercole

AI-assisted task delegation is increasingly common, yet human effort in such systems is costly and typically unobserved. Recent work by Bastani and Cachon (2025); Sambasivan et al. (2021) shows that accuracy-based payment schemes suffer…

机器学习 · 统计学 2026-03-31 Qichuan Yin , Ziwei Su , Shuangning Li

Reinforcement learning agents learn from rewards, but humans can uniquely assign value to novel, abstract outcomes in a goal-dependent manner. However, this flexibility is cognitively costly, making learning less efficient. Here, we propose…

神经元与认知 · 定量生物学 2025-09-11 Gaia Molinaro , Anne G. E. Collins

The economic success of individuals is often determined by a combination of talent, luck, and assistance from others. We introduce a new agent-based model that simultaneously considers talent, luck, and social interaction. This model allows…

物理与社会 · 物理学 2024-09-04 Jaeseok Hur , Meesoon Ha , Hawoong Jeong

Large-language-model (LLM)-based AI agents have recently showcased impressive versatility by employing dynamic reasoning, an adaptive, multi-step process that coordinates with external tools. This shift from static, single-turn inference to…

机器学习 · 计算机科学 2026-01-08 Jiin Kim , Byeongjun Shin , Jinha Chung , Minsoo Rhu

AI agents are emerging as a dominant workload in a wide range of applications, promising to be the vehicle that delivers the promised benefits of AI to enterprises and consumers. Unlike conventional software or static inference, agentic…

机器学习 · 计算机科学 2025-07-29 Zain Asgar , Michelle Nguyen , Sachin Katti

Large language models (LLMs) are increasingly deployed in collaborative tasks involving multiple agents, forming an "AI agent society: where agents interact and influence one another. Whether such groups can spontaneously coordinate on…

物理与社会 · 物理学 2025-04-16 Giordano De Marzo , Claudio Castellano , David Garcia

Recent work has proposed artificial intelligence (AI) models that can learn to decide whether to make a prediction for an instance of a task or to delegate it to a human by considering both parties' capabilities. In simulations with…

人机交互 · 计算机科学 2023-03-17 Patrick Hemmer , Monika Westphal , Max Schemmer , Sebastian Vetter , Michael Vössing , Gerhard Satzger

Artificial intelligence is increasingly embedded in human decision making. In some cases, it enhances human reasoning. In others, it fosters excessive cognitive dependence. This paper introduces a conceptual and mathematical framework to…

人机交互 · 计算机科学 2026-04-24 Eduardo Di Santi

As full AI-based automation remains out of reach in most real-world applications, the focus has instead shifted to leveraging the strengths of both human and AI agents, creating effective collaborative systems. The rapid advances in this…

人机交互 · 计算机科学 2024-04-19 Steffen Holter , Mennatallah El-Assady

This paper proposes networked dynamics to solve resource allocation problems over time-varying multi-agent networks. The state of each agent represents the amount of used resources (or produced utilities) while the total amount of resources…

系统与控制 · 电气工程与系统科学 2022-07-26 Mohammadreza Doostmohammadian , Alireza Aghasi , Mohammad Pirani , Ehsan Nekouei , Usman A. Khan , Themistoklis Charalambous