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We introduce a new software toolbox for agent-based simulation. Facilitating rapid prototyping by offering a user-friendly Python API, its core rests on an efficient C++ implementation to support simulation of large-scale multi-agent…

计算金融 · 定量金融 2022-09-22 Peter Belcak , Jan-Peter Calliess , Stefan Zohren

Health informatics research is characterized by diverse data modalities, rapid knowledge expansion, and the need to integrate insights across biomedical science, data analytics, and clinical practice. These characteristics make it…

人工智能 · 计算机科学 2025-09-24 Yuxiao Cheng , Jinli Suo

Contemporary evaluation techniques are inadequate for agentic systems. These approaches either focus exclusively on final outcomes -- ignoring the step-by-step nature of agentic systems, or require excessive manual labour. To address this,…

Computational notebooks, while essential for data science, are limited by their one-dimensional interface, which poorly aligns with non-linear developer workflows and complicates collaboration and human-AI interaction. In this work, we…

软件工程 · 计算机科学 2025-03-24 Konstantin Grotov , Dmitry Botov

We present VISTA (VIsual Spec-To-App Benchmark), a benchmark for evaluating the end-to-end web-app generation capabilities of LLM-based agents. Unlike prior code generation benchmarks that focus on algorithmic tasks, VISTA targets realistic…

软件工程 · 计算机科学 2026-05-27 JunJia Guo , Yuhang Yao , Jiawei , Zhou , Jingdi Chen

Our paper introduces a generative, multiagent AI framework designed to overcome the rigidity, limited flexibility and technical barriers of current bibliometric tools. The objective is to enable researchers to perform fully dynamic,…

数字图书馆 · 计算机科学 2026-04-29 Adela Bara , Simona-Vasilica Oprea

Machine learning, the foundation of modern artificial intelligence, has driven innovations that have fundamentally transformed the world. Yet, behind advancements lies a complex and often tedious process requiring labor and compute…

人工智能 · 计算机科学 2025-02-19 Zhengyao Jiang , Dominik Schmidt , Dhruv Srikanth , Dixing Xu , Ian Kaplan , Deniss Jacenko , Yuxiang Wu

The rapid advancement of Large Language Models (LLMs) is catalyzing a shift towards autonomous AI Agents capable of executing complex, multi-step tasks. However, these agents remain brittle when faced with real-world exceptions, making…

Automating science laboratories enables faster, safer, more accurate, and more reproducible execution of protocols, accelerating the discovery and testing of new materials, drugs, and more. However, setting up and running autonomous labs…

人工智能 · 计算机科学 2026-05-19 Angelos Angelopoulos , James F. Cahoon , Ron Alterovitz

The integration of generative artificial intelligence (AI) into architectural design has advanced significantly, enabling the generation of text, images, and 3D models. However, prior AI applications lack support for text-to-parametric…

人机交互 · 计算机科学 2025-05-20 Guangxi Feng , Wei Yan

Large language models (LLMs) support data analysis through conversational user interfaces, as exemplified in OpenAI's ChatGPT (formally known as Advanced Data Analysis or Code Interpreter). Essentially, LLMs produce code for accomplishing…

人机交互 · 计算机科学 2024-08-06 Liwenhan Xie , Chengbo Zheng , Haijun Xia , Huamin Qu , Chen Zhu-Tian

AI Agent, powered by large language models (LLMs) as its cognitive core, is an intelligent agentic system capable of autonomously controlling and determining the execution paths under user's instructions. With the burst of capabilities of…

The evolution of agentic systems represents a significant milestone in artificial intelligence and modern software systems, driven by the demand for vertical intelligence tailored to diverse industries. These systems enhance business…

多智能体系统 · 计算机科学 2025-01-03 Fouad Bousetouane

Autonomous Artificial Intelligence (AI) agents, powered by Large Language Models (LLMs), advance rapidly toward interconnected systems -- an Internet of Agents (IoA). This vision enables complex problem-solving while introducing systemic…

多智能体系统 · 计算机科学 2026-04-28 Juan A. Wibowo , George C. Polyzos

As requirements drift with rapid iterations, agile development becomes the dominant paradigm. Goal-driven Requirements Elicitation (RE) is a pivotal yet challenging task in agile project development due to its heavy tangling with adaptive…

软件工程 · 计算机科学 2025-03-18 Xinkai Zou , Yan Liu , Xiongbo Shi , Chen Yang

IDE-Bench is a comprehensive framework for evaluating AI IDE agents on real-world software engineering tasks through an IDE-native tool interface. We present a Dockerized test harness that goes beyond raw terminal execution, granting models…

软件工程 · 计算机科学 2026-02-02 Spencer Mateega , Jeff Yang , Tiana Costello , Shaurya Jadhav , Nicole Tian , Agustin Garcinuño

Much previous AI research has focused on developing monolithic models to maximize their intelligence, with the primary goal of enhancing performance on specific tasks. In contrast, this work attempts to study using LLM-based agents to…

计算与语言 · 计算机科学 2026-02-10 Xiangyuan Xue , Zeyu Lu , Di Huang , Zidong Wang , Wanli Ouyang , Lei Bai

AI-powered web agents have the potential to automate repetitive tasks, such as form filling, information retrieval, and scheduling, but they struggle to reliably execute these tasks without human intervention, requiring users to provide…

人机交互 · 计算机科学 2026-01-27 Yimeng Liu , Misha Sra , Jeevana Priya Inala , Chenglong Wang

Agent benchmarks remain largely English-centric, while their multilingual versions are often built with machine translation (MT) and limited post-editing. We argue that, for agentic tasks, this minimal workflow can easily break benchmark…

计算与语言 · 计算机科学 2026-04-29 Yunsu Kim , Kaden Uhlig , Joern Wuebker

Large language models (LLMs) have recently demonstrated remarkable capabilities to comprehend human intentions, engage in reasoning, and design planning-like behavior. To further unleash the power of LLMs to accomplish complex tasks, there…

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