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We present an ontology for representing workflows over components with Read-Write Linked Data interfaces and give an operational semantics to the ontology via a rule language. Workflow languages have been successfully applied for modelling…

人工智能 · 计算机科学 2022-03-02 Tobias Käfer , Andreas Harth

Large Language Model (LLM)-based agents demonstrate strong reasoning and execution capabilities on complex tasks when guided by structured instructions, commonly referred to as workflows. However, existing workflow-assisted agent serving…

机器学习 · 计算机科学 2026-05-22 Ao Li , Shangpeng Yang , Fahao Chen , Tianheng Xu , Peng Li , Zhou Su

Over the past thirty years, there has been considerable progress in the design of natural language interfaces to databases. Most of this work has concerned snapshot databases, in which there are only limited facilities for manipulating…

cmp-lg · 计算机科学 2008-02-03 I. Androutsopoulos , G. D. Ritchie , P. Thanisch

Developing IoT, Data Computing and Cloud Computing software requires different programming skills and different programming languages. This cause a problem for many companies and researchers that need to hires many programmers to develop a…

编程语言 · 计算机科学 2017-12-27 Mahmoud S. Fayed , Muhammad Al-Qurishi , Atif Alamri , Ahmad A. Al-Daraiseh

Programming tutorials are often created to demonstrate programming tasks with code examples. However, our study of Stack Overflow questions reveals the low utilization of high-quality programming tutorials, which is caused task description…

软件工程 · 计算机科学 2020-06-15 Jiamou Sun , Zhenchang Xing , Xin Peng , Xiwei Xu , Liming Zhu

Contemporary multi-agent systems encounter persistent challenges in cross-platform interoperability, dynamic task scheduling, and efficient resource sharing. Agents with heterogeneous implementations often lack standardized interfaces;…

人工智能 · 计算机科学 2025-07-08 Yuyang Cheng , Yumiao Xu , Chaojia Yu , Yong Zhao

This paper presents a software architecture for 3D interaction techniques (ITs) and an object oriented, toolkit-independent framework that implements such architecture. ITs are composed of basic filters connected in a dataflow, where…

人机交互 · 计算机科学 2025-07-04 Pablo Figueroa , Mark Green , Benjamin Watson

Language model-based code completion models have quickly grown in use, helping thousands of developers write code in many different programming languages. However, research on code completion models typically focuses on imperative languages…

计算与语言 · 计算机科学 2024-03-25 Tim van Dam , Frank van der Heijden , Philippe de Bekker , Berend Nieuwschepen , Marc Otten , Maliheh Izadi

Large language models (LLMs) have demonstrated strong reasoning and tool-use capabilities, yet they often fail in real-world tool-interactions due to incorrect parameterization, poor tool selection, or misinterpretation of user intent.…

Motivated by algorithmic information theory, the problem of program discovery can help find candidates of underlying generative mechanisms of natural and artificial phenomena. The uncomputability of such inverse problem, however,…

信息论 · 计算机科学 2021-12-29 Vladimir Lemusa , Eduardo Acuña , Víctor Zamora , Francisco Hernandez-Quiroz , Hector Zenil

GraphFlow is a visual workflow system designed to improve the reliability of agentic AI automation in multi-step, mission-critical processes. In these workflows, small errors compound rapidly: under an idealized model of independent steps,…

人工智能 · 计算机科学 2026-05-15 Drewry H. Morris , Luis Valles , Reza Hosseini Ghomi

The use of knowledge graphs for grounding agents in real-world Q&A applications has become increasingly common. Answering complex queries often requires multi-hop reasoning and the ability to navigate vast relational structures. Standard…

人工智能 · 计算机科学 2026-04-03 Taraneh Ghandi , Hamidreza Mahyar , Shachar Klaiman

Large language model-based web agents have shown strong potential in automating web interactions through advanced reasoning and instruction following. While retrieval-based memory derived from historical trajectories enables these agents to…

人工智能 · 计算机科学 2026-03-10 Yunteng Tan , Zhi Gao , Xinxiao Wu

Web agents, which couple language models with browsing and tool-use capabilities, show promise as open web assistants. Yet progress is increasingly limited by the lack of scalable, process-level supervision. Existing benchmarks are largely…

Recent advancements in Large Language Models (LLMs) have shown significant progress in understanding complex natural language. One important application of LLM is LLM-based AI Agent, which leverages the ability of LLM as well as external…

计算与语言 · 计算机科学 2024-07-19 Zelong Li , Shuyuan Xu , Kai Mei , Wenyue Hua , Balaji Rama , Om Raheja , Hao Wang , He Zhu , Yongfeng Zhang

Programmability and verifiability lie at the heart of the software-defined networking paradigm. While OpenFlow and its match-action concept provide primitive operations to manipulate hardware configurations, over the last years, several…

网络与互联网体系结构 · 计算机科学 2016-12-01 Kim G. Larsen , Stefan Schmid , Bingtian Xue

As language models have become increasingly successful at a wide array of tasks, different prompt engineering methods have been developed alongside them in order to adapt these models to new tasks. One of them is Tree-of-Thoughts (ToT), a…

人机交互 · 计算机科学 2024-09-04 Alan Boyle , Isha Gupta , Sebastian Hönig , Lukas Mautner , Kenza Amara , Furui Cheng , Mennatallah El-Assady

AI agents are increasingly deployed to execute tasks and make decisions within agentic workflows, introducing new requirements for safe and controlled autonomy. Prior work has established the importance of human oversight for ensuring…

人工智能 · 计算机科学 2026-04-28 Edward Cheng , Jeshua Cheng

The integration of Large Language Models (LLMs) into mobile and software development workflows faces a persistent tension among three demands: semantic awareness, developer productivity, and data privacy. Traditional cloud-based tools offer…

软件工程 · 计算机科学 2025-12-10 Liao Hu , Qiteng Wu , Ruoyu Qi

Compound AI systems, orchestrating multiple AI components and external APIs, are increasingly vital but face challenges in managing complexity, handling ambiguity, and enabling effective development workflows. Existing frameworks often…

人工智能 · 计算机科学 2025-04-08 Helena Zhang , Jakobi Haskell , Yosef Frost