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The rapid evolution of artificial intelligence (AI) has introduced AI agents as a disruptive paradigm across various industries, yet their application in machine translation (MT) remains underexplored. This paper describes and analyses the…

计算与语言 · 计算机科学 2025-04-18 Vicent Briva-Iglesias

AI agents are rapidly expanding in both capability and population: they now write code, operate computers across platforms, manage cloud infrastructure, and make purchasing decisions, while open-source frameworks such as OpenClaw are…

Mixed-initiative visual analytics (VA) systems, where human and artificial intelligence (AI) agents collaborate as equal partners during analysis, represented a paradigm shift in human-computer interaction. With recent advances in AI, these…

The AI agent ecosystem has converged on two protocols: the Model Context Protocol (MCP) for tool invocation and Agent-to-Agent (A2A) for single-principal task delegation. Both assume a single controlling principal, meaning one person or…

多智能体系统 · 计算机科学 2026-04-14 Kaiyang Qian , Xinmin Fang , Zhengxiong Li

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

As autonomous agents, from self-driving cars to virtual assistants, become increasingly present in everyday life, safe and effective collaboration depends on human understanding of agents' intentions. Current intent communication approaches…

Recent advances in Large Language Models (LLMs) have propelled conversational AI from traditional dialogue systems into sophisticated agents capable of autonomous actions, contextual awareness, and multi-turn interactions with users. Yet,…

人工智能 · 计算机科学 2025-04-25 Emre Can Acikgoz , Cheng Qian , Hongru Wang , Vardhan Dongre , Xiusi Chen , Heng Ji , Dilek Hakkani-Tür , Gokhan Tur

Many challenges remain before AI agents can be deployed in real-world environments. However, one virtue of such environments is that they are inherently multi-agent and contain human experts. Using advanced social intelligence in such an…

机器学习 · 计算机科学 2025-08-22 Eric Ye , Ren Tao , Natasha Jaques

Large Language Models (LLMs) are transforming artificial intelligence, evolving into task-oriented systems capable of autonomous planning and execution. One of the primary applications of LLMs is conversational AI systems, which must…

计算与语言 · 计算机科学 2025-01-22 Elad Levi , Ilan Kadar

Large Language Models (LLMs) have shown remarkable reasoning capabilities in mathematical and scientific tasks. To enhance complex reasoning, multi-agent systems have been proposed to harness the collective intelligence of LLM agents.…

人工智能 · 计算机科学 2025-10-22 Zhenyu Bi , Meng Lu , Yang Li , Swastik Roy , Weijie Guan , Morteza Ziyadi , Xuan Wang

Video conferencing meetings are more effective when they are inclusive, but inclusion often hinges on meeting leaders' and/or co-facilitators' practices. AI systems can be designed to improve meeting inclusion at scale by moderating…

人机交互 · 计算机科学 2025-01-22 Mo Houtti , Moyan Zhou , Loren Terveen , Stevie Chancellor

Deep reinforcement learning algorithms have recently been used to train multiple interacting agents in a centralised manner whilst keeping their execution decentralised. When the agents can only acquire partial observations and are faced…

机器学习 · 计算机科学 2020-01-27 Emanuele Pesce , Giovanni Montana

Large language models (LLMs) are being increasingly used for planning in orchestrated multi-agent systems. However, existing LLM-based approaches often fall short of human expectations and, critically, lack effective mechanisms for users to…

人机交互 · 计算机科学 2025-09-30 Hannah Kim , Kushan Mitra , Chen Shen , Dan Zhang , Estevam Hruschka

This survey paper examines the recent advancements in AI agent implementations, with a focus on their ability to achieve complex goals that require enhanced reasoning, planning, and tool execution capabilities. The primary objectives of…

人工智能 · 计算机科学 2024-04-18 Tula Masterman , Sandi Besen , Mason Sawtell , Alex Chao

Communication between embodied AI agents has received increasing attention in recent years. Despite its use, it is still unclear whether the learned communication is interpretable and grounded in perception. To study the grounding of…

计算机视觉与模式识别 · 计算机科学 2021-10-13 Shivansh Patel , Saim Wani , Unnat Jain , Alexander Schwing , Svetlana Lazebnik , Manolis Savva , Angel X. Chang

Optimization is as much about modeling the right problem as solving it. Identifying the right objectives, constraints, and trade-offs demands extensive interaction between researchers and stakeholders. Large language models can empower…

人工智能 · 计算机科学 2026-04-06 Joshua Drossman , Alexandre Jacquillat , Sébastien Martin

Multi-agents systems communication is a technology, which provides a way for multiple interacting intelligent agents to communicate with each other and with environment. Multiple-agent systems are used to solve problems that are difficult…

多智能体系统 · 计算机科学 2017-03-01 S. Ponomarev , A. E. Voronkov

Large Language Models (LLMs) have become foundational to modern AI agent systems, enabling autonomous agents to reason and plan. In most existing systems, inter-agent communication relies primarily on natural language. While this design…

人工智能 · 计算机科学 2025-06-04 Pengcheng Zhou , Yinglun Feng , Halimulati Julaiti , Zhongliang Yang

AI Agents can perform complex operations at great speed, but just like all the humans we have ever hired, their intelligence remains fallible. Miscommunications aren't noticed, systemic biases have no counter-action, and inner monologues…

多智能体系统 · 计算机科学 2026-01-22 Gopal Vijayaraghavan , Prasanth Jayachandran , Arun Murthy , Sunil Govindan , Vivek Subramanian

Current societal challenges exceed the capacity of humans operating either alone or collectively. As AI evolves, its role within human collectives will vary from an assistive tool to a participatory member. Humans and AI possess…

计算机与社会 · 计算机科学 2024-11-26 Hao Cui , Taha Yasseri