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Autonomous agents for Graphical User Interfaces (GUIs) face significant challenges in specialized domains such as scientific computing, where both long-horizon planning and precise execution are required. Existing approaches suffer from a…

Computer Vision and Pattern Recognition · Computer Science 2025-08-28 Zeyi Sun , Yuhang Cao , Jianze Liang , Qiushi Sun , Ziyu Liu , Zhixiong Zhang , Yuhang Zang , Xiaoyi Dong , Kai Chen , Dahua Lin , Jiaqi Wang

A hybrid model involves the cooperation of an interpretable model and a complex black box. At inference, any input of the hybrid model is assigned to either its interpretable or complex component based on a gating mechanism. The advantages…

Machine Learning · Computer Science 2023-03-09 Julien Ferry , Gabriel Laberge , Ulrich Aïvodji

Reachability analysis for hybrid systems is an active area of development and has resulted in many promising prototype tools. Most of these tools allow users to express hybrid system as automata with a set of ordinary differential equations…

Programming Languages · Computer Science 2017-04-12 Yingfu Zeng , Ferenc Bartha , Walid Taha

Hybrid dynamical systems are viewed as the most complicated systems with continuous and event-based behaviors. Since traditional controllers cannot handle these systems, some newly-developed controllers have been published in recent decades…

Systems and Control · Electrical Eng. & Systems 2025-11-05 Ali Taghavian , Ali Safi , Esmaeel Khanmirza

In this paper we present CIDER (Curry Integrated Development EnviRonment), an analysis and programming environment for the declarative multi-paradigm language Curry. CIDER is a graphical environment to support the development of Curry…

Programming Languages · Computer Science 2007-05-23 Michael Hanus , Johannes Koj

This dissertation introduces executable refinement types, which refine structural types by semi-decidable predicates, and establishes their metatheory and accompanying implementation techniques. These results are useful for undecidable type…

Programming Languages · Computer Science 2014-03-14 Kenneth Knowles

This work describes the setup of an advanced technical infrastructure for collaborative software development (CDE) in large, distributed projects based on GitLab. We present its customization and extension, additional features and processes…

Software Engineering · Computer Science 2023-08-10 Felix Bach , Jochen Klar , Axel Loewe , Jorge Sánchez , Gunnar Seemann , Yung-Lin Huang , Robert Ulrich

The advent of increasingly powerful language models has raised expectations for language-based interactions. However, controlling these models is a challenge, emphasizing the need to be able to investigate the feasibility and value of their…

Hybrid programs combine digital control with differential equations, and naturally appear in a wide range of application domains, from biology and control theory to real-time software engineering. The entanglement of discrete and continuous…

Logic in Computer Science · Computer Science 2020-10-01 Sergey Goncharov , Renato Neves , José Proença

In more and more application areas, we are witnessing the emergence of complex workflows that combine computing, analytics and learning. They often require a hybrid execution infrastructure with IoT devices interconnected to cloud/HPC…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-10 Daniel Rosendo , Alexandru Costan , Gabriel Antoniu , Matthieu Simonin , Jean-Christophe Lombardo , Alexis Joly , Patrick Valduriez

Progress in Prognostics and Health Management (PHM) is hindered by the lack of standardized and reusable evaluation practices across tasks, datasets, and application domains. Reported results are often difficult to reproduce and compare, as…

Artificial Intelligence · Computer Science 2026-05-28 Lev Telyatnikov , Raffael Theiler , Leandro Von Krannichfeldt , Olga Fink

Hybrid systems are increasingly used in critical applications such as medical devices, infrastructure systems, and autonomous vehicles. Lince is an academic tool for specifying and simulating such systems using a C-like language with…

Logic in Computer Science · Computer Science 2025-11-19 Reydel Arrieta , José Proença , Patrick Meumeu Yomsi

The integration of Deep Learning (DL) in System Dynamics (SD) modeling for transportation logistics offers significant advantages in scalability and predictive accuracy. However, these gains are often offset by the loss of explainability…

Artificial Intelligence · Computer Science 2025-09-11 Riccardo D'Elia , Alberto Termine , Francesco Flammini

Science reproducibility is a cornerstone feature in scientific workflows. In most cases, this has been implemented as a way to exactly reproduce the computational steps taken to reach the final results. While these steps are often…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-21 Karan Vahi , Mats Rynge , George Papadimitriou , Duncan A. Brown , Rajiv Mayani , Rafael Ferreira da Silva , Ewa Deelman , Anirban Mandal , Eric Lyons , Michael Zink

Working with complex, high-level MOEA meta-models such as Multiobjec-tive Optimization Hierarchic Genetic Strategy (MO-mHGS) with multi-deme support usually requires dedicated implementation and configuration for each internal (single-deme)…

Neural and Evolutionary Computing · Computer Science 2019-12-17 Michał Idzik

Machine learning models that offer excellent predictive performance often lack the interpretability necessary to support integrated human machine decision-making. In clinical medicine and other high-risk settings, domain experts may be…

Machine Learning · Computer Science 2021-04-19 Zach Wood-Doughty , Isabel Cachola , Mark Dredze

Customized generation aims to incorporate a novel concept into a pre-trained text-to-image model, enabling new generations of the concept in novel contexts guided by textual prompts. However, customized generation suffers from an inherent…

Computer Vision and Pattern Recognition · Computer Science 2024-12-09 Jian Jin , Yang Shen , Zhenyong Fu , Jian Yang

Deep neural networks exhibit remarkable performance, yet their black-box nature limits their utility in fields like healthcare where interpretability is crucial. Existing explainability approaches often sacrifice accuracy and lack…

Machine Learning · Computer Science 2025-04-08 Linhui Huang , Sayeri Lala , Niraj K. Jha

Autonomous driving systems have a pipeline of perception, decision, planning, and control. The decision module processes information from the perception module and directs the execution of downstream planning and control modules. On the…

Artificial Intelligence · Computer Science 2021-05-07 Junning Huang , Sirui Xie , Jiankai Sun , Qiurui Ma , Chunxiao Liu , Jianping Shi , Dahua Lin , Bolei Zhou

Comparative evaluation of several systems is a recurrent task in researching. It is a key step before deciding which system to use for our work, or, once our research has been conducted, to demonstrate the potential of the resulting model.…

Computation and Language · Computer Science 2026-02-24 Sergio Gómez González , Miguel Domingo , Francisco Casacuberta
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