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Although reinforcement learning methods can achieve impressive results in simulation, the real world presents two major challenges: generating samples is exceedingly expensive, and unexpected perturbations or unseen situations cause…

Machine Learning · Computer Science 2019-03-01 Anusha Nagabandi , Ignasi Clavera , Simin Liu , Ronald S. Fearing , Pieter Abbeel , Sergey Levine , Chelsea Finn

This paper proposes Relational Similarity Machines (RSM): a fast, accurate, and flexible relational learning framework for supervised and semi-supervised learning tasks. Despite the importance of relational learning, most existing methods…

Machine Learning · Statistics 2016-08-03 Ryan A. Rossi , Rong Zhou , Nesreen K. Ahmed

Modern web services increasingly rely on REST APIs. Effectively testing these APIs is challenging due to the vast search space to be explored, which involves selecting API operations for sequence creation, choosing parameters for each…

Software Engineering · Computer Science 2023-09-12 Myeongsoo Kim , Saurabh Sinha , Alessandro Orso

Version control system tools empower developers to independently work on their development tasks. These tools also facilitate the integration of changes through merging operations, and report textual conflicts. However, when developers…

Software Engineering · Computer Science 2023-10-16 Galileu Santos de Jesus , Paulo Borba , Rodrigo Bonifácio , Matheus Barbosa de Oliveira

Multimodal sentiment analysis (MSA) leverages heterogeneous data sources to interpret the complex nature of human sentiments. Despite significant progress in multimodal architecture design, the field lacks comprehensive regularization…

Computation and Language · Computer Science 2023-12-20 Efthymios Georgiou , Yannis Avrithis , Alexandros Potamianos

In this dissertation we focus on providing effective adaptations that can be localised and applied to specific concurrent actors, thereby only causing a temporary disruption to the parts of the system requiring mitigation, while leaving the…

Programming Languages · Computer Science 2017-09-08 Ian Cassar

We describe JSAI, an abstract interpreter for JavaScript. JSAI uses novel abstract domains to compute a reduced product of type inference, pointer analysis, string analysis, integer and boolean constant propagation, and control-flow…

Programming Languages · Computer Science 2014-03-18 Vineeth Kashyap , Kyle Dewey , Ethan A. Kuefner , John Wagner , Kevin Gibbons , John Sarracino , Ben Wiedermann , Ben Hardekopf

Semantic parsing is a technique aimed at constructing a structured representation of the meaning of a natural-language question. Recent advancements in few-shot language models trained on code have demonstrated superior performance in…

Computation and Language · Computer Science 2023-03-10 Terry Yue Zhuo , Zhuang Li , Yujin Huang , Fatemeh Shiri , Weiqing Wang , Gholamreza Haffari , Yuan-Fang Li

Interactive systems are commonly prototyped as web applications. This approach enables studies with functional prototypes on a large scale. However, setting up these studies can be complex due to implementing experiment procedures,…

Human-Computer Interaction · Computer Science 2025-05-20 Florian Lehmann , Daniel Buschek

Configurable systems are those that can be adapted from a set of options. They are prevalent and testing them is important and challenging. Existing approaches for testing configurable systems are either unsound (i.e., they can miss…

Software Engineering · Computer Science 2017-02-14 Sabrina Souto , Marcelo d'Amorim

Systems Theoretic Process Analysis (STPA) is a systematic approach for hazard analysis that has been used across many industrial sectors including transportation, energy, and defense. The unstoppable trend of using Machine Learning (ML) in…

Software Engineering · Computer Science 2023-07-18 Yi Qi , Yi Dong , Siddartha Khastgir , Paul Jennings , Xingyu Zhao , Xiaowei Huang

This paper presents an overview of Carnap, a free and open framework for the development of formal reasoning applications. Carnap's design emphasizes flexibility, extensibility, and rapid prototyping. Carnap-based applications are written…

Human-Computer Interaction · Computer Science 2018-03-09 Graham Leach-Krouse

Sequence-based specification and usage-driven statistical testing are designed for rigorous and cost-effective software development, offering a semi-formal approach to assessing the behavior of complex systems and interactions between…

Software Engineering · Computer Science 2025-07-01 Seth Wolfgang , Lan Lin , Fengguang Song

An key element of the success of McStas is the component layer where users and developers alike are contributing to the description of new physical models and features. In McStas, components realise all physical elements of the simulated…

Instrumentation and Detectors · Physics 2021-01-21 P. K. Willendrup , K. Lefmann

The design and implementation of precise static analyzers for significant fragments of modern imperative languages like C, C++, Java and Python is a challenging problem. In this paper, we consider a core imperative language that has several…

Programming Languages · Computer Science 2007-06-28 Roberto Bagnara , Patricia M. Hill , Andrea Pescetti , Enea Zaffanella

M-learning (mobile learning) can take various forms. We are interested in contextualized M-learning, i.e. the training related to the situation physically or logically localized. Contextualization and pervasivity are important aspects of…

Human-Computer Interaction · Computer Science 2010-01-06 Bertrand David , Chuantao Yin , René Chalon

Automatic group emotion recognition plays an important role in understanding complex human-human interaction. This paper introduces, Emolysis, a Python-based, standalone open-source group emotion analysis toolkit for use in different social…

Human-Computer Interaction · Computer Science 2024-08-07 Shreya Ghosh , Zhixi Cai , Parul Gupta , Garima Sharma , Abhinav Dhall , Munawar Hayat , Tom Gedeon

Context: Domain-specific languages (DSLs) enable domain experts to specify tasks and problems themselves, while enabling static analysis to elucidate issues in the modelled domain early. Although language workbenches have simplified the…

Programming Languages · Computer Science 2020-02-17 Johannes Mey , Thomas Kühn , René Schöne , Uwe Aßmann

Mobile smartphones along with embedded sensors have become an efficient enabler for various mobile applications including opportunistic sensing. The hi-tech advances in smartphones are opening up a world of possibilities. This paper…

Networking and Internet Architecture · Computer Science 2014-05-23 Prem Prakash Jayaraman , Charith Perera , Dimitrios Georgakopoulos , Arkady Zaslavsky

A novel linking mechanism has been described previously [4] that can be used to autonomously link sources that provide related answers to queries executed over an information network. The test query platform has now been re-written…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-03-17 Kieran Greer
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