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We describe an approach to task-oriented dialogue in which dialogue state is represented as a dataflow graph. A dialogue agent maps each user utterance to a program that extends this graph. Programs include metacomputation operators for…

The idea of using unfolding as a way of computing a program semantics has been applied successfully to logic programs and has shown itself a powerful tool that provides concrete, implementable results, as its outcome is actually source…

Programming Languages · Computer Science 2017-08-29 José María Rey-Poza , Julio Mariño-Carballo

Intelligent interaction with the real world requires robotic agents to jointly reason over high-level plans and low-level controls. Task and motion planning (TAMP) addresses this by combining symbolic planning and continuous trajectory…

Robotics · Computer Science 2025-09-18 Denis Shcherba , Eckart Cobo-Briesewitz , Cornelius V. Braun , Marc Toussaint

Large Language Models (LLMs) augmented with external tools have demonstrated remarkable capabilities in complex reasoning tasks. However, existing frameworks rely heavily on natural language reasoning to determine when tools can be invoked…

Computation and Language · Computer Science 2026-01-09 Yanming Liu , Xinyue Peng , Jiannan Cao , Xinyi Wang , Songhang Deng , Jintao Chen , Jianwei Yin , Xuhong Zhang

The growing demand for automated graph algorithm reasoning has attracted increasing attention in the large language model (LLM) community. Recent LLM-based graph reasoning methods typically decouple task descriptions from graph data,…

Software Engineering · Computer Science 2026-03-10 Fali Wang , Chenglin Weng , Xianren Zhang , Siyuan Hong , Hui Liu , Suhang Wang

While achieving remarkable progress in a broad range of tasks, large language models (LLMs) remain significantly limited in properly using massive external tools. Existing in-context learning approaches simply format tools into a list of…

Artificial Intelligence · Computer Science 2024-03-05 Xukun Liu , Zhiyuan Peng , Xiaoyuan Yi , Xing Xie , Lirong Xiang , Yuchen Liu , Dongkuan Xu

The prevalence of scientific workflows with high computational demands calls for their execution on various distributed computing platforms, including large-scale leadership-class high-performance computing (HPC) clusters. To handle the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-02-10 Tainã Coleman , Henri Casanova , Ketan Maheshwari , Loïc Pottier , Sean R. Wilkinson , Justin Wozniak , Frédéric Suter , Mallikarjun Shankar , Rafael Ferreira da Silva

Data warehouses are overwhelmingly built through a bottom-up process, which starts with the identification of sources, continues with the extraction and transformation of data from these sources, and then loads the data into a set of data…

Databases · Computer Science 2010-09-02 Flavio Rizzolo , Iluju Kiringa , Rachel Pottinger , Kwok Wong

Integration, composition, mechanization, and AI assisted development are the driving themes in the future of software development. At their core these concepts are rooted in the increasingly important role of computing in our world, the…

Programming Languages · Computer Science 2024-07-10 Mark Marron

We present an interactive visual framework named InternGPT, or iGPT for short. The framework integrates chatbots that have planning and reasoning capabilities, such as ChatGPT, with non-verbal instructions like pointing movements that…

Computer Vision and Pattern Recognition · Computer Science 2023-06-05 Zhaoyang Liu , Yinan He , Wenhai Wang , Weiyun Wang , Yi Wang , Shoufa Chen , Qinglong Zhang , Zeqiang Lai , Yang Yang , Qingyun Li , Jiashuo Yu , Kunchang Li , Zhe Chen , Xue Yang , Xizhou Zhu , Yali Wang , Limin Wang , Ping Luo , Jifeng Dai , Yu Qiao

Large language model (LLM)-based systems are becoming increasingly popular for solving tasks by constructing executable workflows that interleave LLM calls, information retrieval, tool use, code execution, memory updates, and verification.…

Artificial Intelligence · Computer Science 2026-03-25 Ling Yue , Kushal Raj Bhandari , Ching-Yun Ko , Dhaval Patel , Shuxin Lin , Nianjun Zhou , Jianxi Gao , Pin-Yu Chen , Shaowu Pan

We propose TOPL automata as a new method for runtime verification of systems with unbounded resource generation. Paradigmatic such systems are object-oriented programs which can dynamically generate an unbounded number of fresh object…

Formal Languages and Automata Theory · Computer Science 2015-01-21 Radu Grigore , Dino Distefano , Rasmus Lerchedahl Petersen , Nikos Tzevelekos

As scientific applications extend to the simulation of more and more complex systems, they involve an increasing number of abstraction levels, at each of which errors can emerge and across which they can propagate; tools for correctness…

Software Engineering · Computer Science 2011-01-18 Eloisa Bentivegna , Gabrielle Allen , Oleg Korobkin , Erik Schnetter

Ontology engineering (OE) in large projects poses a number of challenges arising from the heterogeneous backgrounds of the various stakeholders, domain experts, and their complex interactions with ontology designers. This multi-party…

A pattern of interaction that arises again and again in programming is a "handshake", in which two agents exchange data. The exchange is thought of as provision of a service. Each interaction is initiated by a specific agent--the client or…

Logic in Computer Science · Computer Science 2009-05-26 Peter Hancock , Pierre Hyvernat

OWLOOP is an Application Programming Interface (API) for using the Ontology Web Language (OWL) by the means of Object-Oriented Programming (OOP). It is common to design software architectures using the OOP paradigm for increasing their…

Artificial Intelligence · Computer Science 2022-01-03 Luca Buoncompagni , Syed Yusha Kareem , Fulvio Mastrogiovanni

Workflows are a fundamental component of automation in enterprise platforms, enabling the orchestration of tasks, data processing, and system integrations. Despite being widely used, building workflows can be complex, often requiring manual…

Computer Vision and Pattern Recognition · Computer Science 2026-01-13 Patrice Bechard , Chao Wang , Amirhossein Abaskohi , Juan Rodriguez , Christopher Pal , David Vazquez , Spandana Gella , Sai Rajeswar , Perouz Taslakian

Recent advances in large language models (LLMs) have substantially enhanced automated code generation across a wide range of programming languages. Nonetheless, verifying the correctness and executability of LLM-generated code remains a…

Programming Languages · Computer Science 2026-01-14 Xinkui Zhao , Yifan Zhang , Zhengyi Zhou , Yueshen Xu

We study program refactoring while considering the language or even the programming paradigm as a parameter. We use typed functional programs, namely Haskell programs, as the specification medium for a corresponding refactoring framework.…

Programming Languages · Computer Science 2007-05-23 Ralf Laemmel

Recently, semantic parsing using hierarchical representations for dialog systems has captured substantial attention. Task-Oriented Parse (TOP), a tree representation with intents and slots as labels of nested tree nodes, has been proposed…

Computation and Language · Computer Science 2022-11-29 Xiaojun Meng , Wenlin Dai , Yasheng Wang , Baojun Wang , Zhiyong Wu , Xin Jiang , Qun Liu