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We present Flotta, a Federated Learning framework designed to train machine learning models on sensitive data distributed across a multi-party consortium conducting research in contexts requiring high levels of security, such as the…

机器学习 · 计算机科学 2024-09-23 Claudio Bonesana , Daniele Malpetti , Sandra Mitrović , Francesca Mangili , Laura Azzimonti

Federated Learning (FL) has emerged as a prospective solution that facilitates the training of a high-performing centralised model without compromising the privacy of users. While successful, research is currently limited by the possibility…

机器学习 · 计算机科学 2022-09-01 Wanru Zhao , Xinchi Qiu , Javier Fernandez-Marques , Pedro P. B. de Gusmão , Nicholas D. Lane

Autonomous systems (AS) powered by AI components are increasingly integrated into the fabric of our daily lives and society, raising concerns about their ethical and social impact. To be considered trustworthy, AS must adhere to ethical…

人工智能 · 计算机科学 2026-01-09 Ziba Assadi , Paola Inverardi

This article introduces an innovative architecture designed to declaratively combine Large Language Models (LLMs) with shared histories, and triggers to identify the most appropriate LLM for a given task. Our approach is general and…

形式语言与自动机理论 · 计算机科学 2024-09-24 Thierry Petit , Arnault Pachot , Claire Conan-Vrinat , Alexandre Dubarry

Static program analysis is used to summarize properties over all dynamic executions. In a unifying approach based on 3-valued logic properties are either assigned a definite value or unknown. But in summarizing a set of executions, a…

编程语言 · 计算机科学 2017-07-14 Jacob Lidman , Josef Svenningsson

Field Programmable Gate Arrays (FPGAs) have the potential to accelerate specific HPC codes. However even with the advent of High Level Synthesis (HLS), which enables FPGA programmers to write code in C or C++, programming such devices still…

编程语言 · 计算机科学 2021-04-13 Nick Brown

In response to the increasing volume and sensitivity of data, traditional centralized computing models face challenges, such as data security breaches and regulatory hurdles. Federated Computing (FC) addresses these concerns by enabling…

机器学习 · 计算机科学 2024-04-04 René Schwermer , Ruben Mayer , Hans-Arno Jacobsen

Fuzzing is a powerful technique for finding bugs in software libraries, but scaling it remains difficult. Automated harness generation commits to fixed API sequences at synthesis time, limiting the behaviors each harness can test.…

软件工程 · 计算机科学 2026-02-24 Harrison Green , Fraser Brown , Claire Le Goues

Grey-box fuzzers such as American Fuzzy Lop (AFL) are popular tools for finding bugs and potential vulnerabilities in programs. While these fuzzers have been able to find vulnerabilities in many widely used programs, they are not efficient;…

人工智能 · 计算机科学 2018-11-26 Siddharth Karamcheti , Gideon Mann , David Rosenberg

Fuzzy Description Logics (FDLs) are logic-based formalisms used to represent and reason with vague or imprecise knowledge. It has been recently shown that reasoning in most FDLs using truth values from the interval [0,1] becomes undecidable…

人工智能 · 计算机科学 2015-09-30 Stefan Borgwardt , Rafael Peñaloza

Programmable Logic Controllers are used for smart homes, in production processes or to control critical infrastructures. Modern industrial devices in the control level are often communicating over proprietary protocols on top of TCP/IP with…

密码学与安全 · 计算机科学 2019-10-18 Matthias Niedermaier , Florian Fischer , Alexander von Bodisco

This document describes a couple of tools that help to quickly design and develop computer (formalized) languages. The first one use Flex to perform lexical analysis and the second is an extention of Prolog DCGs to perfom syntactical…

软件工程 · 计算机科学 2007-05-23 Thierry Despeyroux

Coverage-based graybox fuzzer (CGF), such as AFL has gained great success in vulnerability detection thanks to its ease-of-use and bug-finding power. Since some code fragments such as memory allocation are more vulnerable than others,…

密码学与安全 · 计算机科学 2021-03-02 Wenshuo Wang , Liang Cheng , Yang Zhang

Consensus building is inherently challenging due to the diverse opinions held by stakeholders. Effective facilitation is crucial to support the consensus building process and enable efficient group decision making. However, the…

In spite of the amazing results obtained by deep learning in many applications, a real intelligent behavior of an agent acting in a complex environment is likely to require some kind of higher-level symbolic inference. Therefore, there is a…

机器学习 · 计算机科学 2019-09-13 Giuseppe Marra , Francesco Giannini , Michelangelo Diligenti , Marco Gori

The present study represents "The Fislab package of programs meant to develop the fuzzy regulators in the Scilab environment" in which we present some general issues, usage requirements and the working mode of the Fislab environment. In the…

数学软件 · 计算机科学 2009-03-26 Simona Apostol

Solving arithmetic tasks is a simple and fundamental skill, yet modern Large Language Models (LLMs) have great difficulty with them. We introduce the Integrated Gated Calculator (IGC), a module that enables LLMs to perform arithmetic by…

机器学习 · 计算机科学 2025-01-03 Florian Dietz , Dietrich Klakow

The escalating complexity of software systems and accelerating development cycles pose a significant challenge in managing code errors and implementing business logic. Traditional techniques, while cornerstone for software quality…

软件工程 · 计算机科学 2023-10-16 Gang Fan , Xiaoheng Xie , Xunjin Zheng , Yinan Liang , Peng Di

The SINTAGMA information integration system is an infrastructure for accessing several different information sources together. Besides providing a uniform interface to the information sources (databases, web services, web sites, RDF…

编程语言 · 计算机科学 2007-12-20 András Gyorgy Békés , Péter Szeredi

Dynamic languages have become popular for scientific computing. They are generally considered highly productive, but lacking in performance. This paper presents Julia, a new dynamic language for technical computing, designed for performance…

编程语言 · 计算机科学 2012-09-25 Jeff Bezanson , Stefan Karpinski , Viral B. Shah , Alan Edelman