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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…

Computation and Language · Computer Science 2025-04-18 Vicent Briva-Iglesias

Autonomous agents powered by Large Language Models are transforming AI, creating an imperative for the visualization field to embrace agentic frameworks. However, our field's focus on a human in the sensemaking loop raises critical…

Human-Computer Interaction · Computer Science 2025-09-17 Vaishali Dhanoa , Anton Wolter , Gabriela Molina León , Hans-Jörg Schulz , Niklas Elmqvist

Agentic AI seeks to endow systems with sustained autonomy, reasoning, and interaction capabilities. To realize this vision, its assumptions about agency must be complemented by explicit models of cognition, cooperation, and governance. This…

Artificial Intelligence · Computer Science 2026-02-11 Virginia Dignum , Frank Dignum

Large language models (LLMs) and multi-agent orchestration are touted as the next leap in machine translation (MT), but their benefits relative to conventional neural MT (NMT) remain unclear. This paper offers an empirical reality check. We…

Computation and Language · Computer Science 2025-05-06 Vicent Briva Iglesias , Gokhan Dogru

Researchers are investing substantial effort in developing powerful general-purpose agents, wherein Foundation Models are used as modules within agentic systems (e.g. Chain-of-Thought, Self-Reflection, Toolformer). However, the history of…

Artificial Intelligence · Computer Science 2025-03-04 Shengran Hu , Cong Lu , Jeff Clune

Machine translation has long been a central task in natural language processing. With the rapid advancement of large language models (LLMs), there has been remarkable progress in translation quality. However, fully realizing the translation…

Computation and Language · Computer Science 2025-06-12 Weiya Li , Junjie Chen , Bei Li , Boyang Liu , Zichen Wen , Nuanqiao Shan , Xiaoqian Liu , Anping Liu , Huajie Liu , Hu Song , Linfeng Zhang

Meta-analyses and systematic reviews demand rigorous abductive reasoning to build, test, and refine hypotheses across vast, heterogeneous literature. While NLP advancements have automated parts of this pipeline, existing tools often detach…

Human-Computer Interaction · Computer Science 2026-01-27 Sizhe Cheng , Feng Liang , Yuhan Wen , Xipei Yu , Yong Wang

The increasing complexity and scale of modern telecommunications networks demand intelligent automation to enhance efficiency, adaptability, and resilience. Agentic AI has emerged as a key paradigm for intelligent communications and…

Networking and Internet Architecture · Computer Science 2025-02-25 Ruichen Zhang , Shunpu Tang , Yinqiu Liu , Dusit Niyato , Zehui Xiong , Sumei Sun , Shiwen Mao , Zhu Han

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

For AI agents to emulate human behavior, they must be able to perceive, meaningfully interpret, store, and use large amounts of information about the world, themselves, and other agents. Metacognition is a necessary component of all of…

Artificial Intelligence · Computer Science 2025-03-25 Sergei Nirenburg , Marjorie McShane , Sanjay Oruganti

Self-evolving agentic artificial intelligence (AI) offers a new paradigm for future wireless systems by enabling autonomous agents to continually adapt and improve without human intervention. Unlike static AI models, self-evolving agents…

Artificial Intelligence · Computer Science 2025-10-08 Changyuan Zhao , Ruichen Zhang , Jiacheng Wang , Dusit Niyato , Geng Sun , Xianbin Wang , Shiwen Mao , Abbas Jamalipour

Against rising global loneliness, AI companions promise connection, yet accumulating evidence suggests that, for some users and contexts, intensive companion-style use can correlate with increased loneliness and reduced offline…

Human-Computer Interaction · Computer Science 2026-03-23 Yao Xiao , Rafael A. Calvo

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

The era of Large Language Models (LLMs) presents a new opportunity for interpretability--agentic interpretability: a multi-turn conversation with an LLM wherein the LLM proactively assists human understanding by developing and leveraging a…

Artificial Intelligence · Computer Science 2025-06-17 Been Kim , John Hewitt , Neel Nanda , Noah Fiedel , Oyvind Tafjord

Agentic AI (AAI), which extends Large Language Models with enhanced reasoning capabilities, has emerged as a promising paradigm for autonomous edge service scheduling. However, user mobility creates highly dynamic service demands in edge…

Networking and Internet Architecture · Computer Science 2026-01-21 Yan Sun , Yinqiu Liu , Shaoyong Guo , Ruichen Zhang , Feng Qi , Xuesong Qiu , Weifeng Gong , Dusit Niyato , Qihui Wu

Agentic systems have transformed how Large Language Models (LLMs) can be leveraged to create autonomous systems with goal-directed behaviors, consisting of multi-step planning and the ability to interact with different environments. These…

Artificial Intelligence · Computer Science 2026-01-27 Judy Zhu , Dhari Gandhi , Himanshu Joshi , Ahmad Rezaie Mianroodi , Sedef Akinli Kocak , Dhanesh Ramachandran

In this paper we present a step-by-step approach to long-form text translation, drawing on established processes in translation studies. Instead of viewing machine translation as a single, monolithic task, we propose a framework that…

Computation and Language · Computer Science 2024-09-12 Eleftheria Briakou , Jiaming Luo , Colin Cherry , Markus Freitag

The rapid evolution of Large Language Models (LLM) and subsequent Agentic AI technologies requires systematic architectural guidance for building sophisticated, production-grade systems. This paper presents an approach for architecting such…

Artificial Intelligence · Computer Science 2026-05-26 Zoran Milosevic , Fethi Rabhi

In today's artificial intelligence driven world, modern systems communicate with people from diverse backgrounds and skill levels. For human-machine interaction to be meaningful, systems must be aware of context and user expertise. This…

Artificial Intelligence · Computer Science 2026-04-08 Aisvarya Adeseye , Jouni Isoaho , Seppo Virtanen , Mohammad Tahir

In recent years, the study of artificial intelligence (AI) has undergone a paradigm shift. This has been propelled by the groundbreaking capabilities of generative models both in supervised and unsupervised learning scenarios. Generative AI…

Machine Learning · Computer Science 2024-05-21 Sandeep Singh Sengar , Affan Bin Hasan , Sanjay Kumar , Fiona Carroll