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Inexact alternating direction multiplier methods (ADMMs) are developed for solving general separable convex optimization problems with a linear constraint and with an objective that is the sum of smooth and nonsmooth terms. The approach…

最优化与控制 · 数学 2016-04-12 William W. Hager , Hongchao Zhang

In this era of "big" data, not only the large amount of data keeps motivating distributed computing, but concerns on data privacy also put forward the emphasis on distributed learning. To conduct feature selection and to control the false…

统计方法学 · 统计学 2020-08-11 Yu Gui

This paper introduces the theory and practice of formal verification of self-assembling systems. We interpret a well-studied abstraction of nanomolecular self assembly, the Abstract Tile Assembly Model (aTAM), into Computation Tree Logic…

计算机科学中的逻辑 · 计算机科学 2010-07-22 Aaron Sterling

This paper presents composable attestation as a generalized cryptographic framework for Continuous and Incremental Trust in Distributed Systems,such as Artificial Intelligence (AI) computation, and Open Source Software (OSS) supply chain…

密码学与安全 · 计算机科学 2026-03-04 Sheng Sun , Sarah Evans

In the context of Industry 4.0, effective monitoring of multiple targets and states during assembly processes is crucial, particularly when constrained to using only visual sensors. Traditional methods often rely on either multiple sensor…

计算机视觉与模式识别 · 计算机科学 2025-07-24 Xingjian Zhang , Yutong Duan , Zaishu Chen

The virtual element method (VEM) is a stabilized Galerkin method that is robust and accurate on general polygonal meshes. This feature makes it an appealing candidate for simulations involving meshes with embedded interfaces and evolving…

数值分析 · 数学 2025-10-03 Ramsharan Rangarajan , N. Sukumar

Anomaly Detection and Segmentation (AD&S) is crucial for industrial quality control. While existing methods excel in generating anomaly scores for each pixel, practical applications require producing a binary segmentation to identify…

计算机视觉与模式识别 · 计算机科学 2024-04-08 Alex Costanzino , Pierluigi Zama Ramirez , Mirko Del Moro , Agostino Aiezzo , Giuseppe Lisanti , Samuele Salti , Luigi Di Stefano

The goal of cooperative verification is to combine verification approaches in such a way that they work together to verify a system model. In particular, cooperative verifiers provide exchangeable information (verification artifacts) to…

软件工程 · 计算机科学 2019-05-22 Dirk Beyer , Heike Wehrheim

Testing a non-digital integrated system against all of its specifications can be quite expensive due to the elaborate test application and measurement setup required. We propose to eliminate redundant tests by employing e-SVM based…

硬件体系结构 · 计算机科学 2011-11-09 Sounil Biswas , Peng Li , R. D. , Blanton , Larry T. Pileggi

Research software engineers can use Assurance Cases (ACs) to guide Verification and Validation (VnV) efforts. An AC is a structured argument that a property like correctness holds. We illustrate how ACs can guide VnV activities via a case…

软件工程 · 计算机科学 2024-11-06 W. Spencer Smith , Jingyi Lin

This work studies the assembly of ability estimation test forms (called tests, for short) drawn from an item bank. The goal of fixed-from test assembly is to generate a large number of different tests with information functions that meet a…

最优化与控制 · 数学 2021-06-01 Ivan Gospodinov , Emira Karaibrahimova , Stefan M. Filipov

We propose a distributed version of the Alternating Direction Method of Multipliers (ADMM) with linear updates for directed networks. We show that if the objective function of the minimization problem is smooth and strongly convex, our…

最优化与控制 · 数学 2023-09-21 Kiran Rokade , Rachel Kalpana Kalaimani

We introduce a framework, which we denote as the augmented estimate sequence, for deriving fast algorithms with provable convergence guarantees. We use this framework to construct a new first-order scheme, the Accelerated Composite Gradient…

最优化与控制 · 数学 2019-04-24 Mihai I. Florea , Sergiy A. Vorobyov

The need to digitize signals with intricate spectral characteristics often challenges traditional analog-to-digital converters (ADCs). The recently proposed modulo-ADC architecture offers a promising alternative by leveraging inherent…

信号处理 · 电气工程与系统科学 2024-12-25 Amir Weiss

A/B experimentation is a known technique for data-driven product development and has demonstrated its value in web-facing businesses. With the digitalisation of the automotive industry, the focus in the industry is shifting towards…

软件工程 · 计算机科学 2021-07-07 Yuchu Liu , Jan Bosch , Helena Holmström Olsson , Jonn Lantz

Software model checking is a challenging problem, and generating relevant invariants is a key factor in proving the safety properties of a program. Program invariants can be obtained by various approaches, including lightweight procedures…

软件工程 · 计算机科学 2024-10-28 Dirk Beyer , Po-Chun Chien , Nian-Ze Lee

Constrained random test generation is one of the most widely adopted methods for generating stimuli for simulation-based verification. Randomness leads to test diversity, but tests tend to repeatedly exercise the same design logic.…

硬件体系结构 · 计算机科学 2022-10-18 Nyasha Masamba , Kerstin Eder , Tim Blackmore

Automotive engineering makes extensive use of numerical simulation throughout the design process. The development of numerical models, their validation against experimental tests, and their updating during vehicle and engine projects…

计算工程、金融与科学 · 计算机科学 2026-03-17 Di Jiang , Sebastian Rodriguez , Herve Colin , Yves Tourbier , Francisco Chinesta

Verification and Validation (V&V) is a series of activities, technical and managerial, which performed by system tester not the system developer in order to improve the system quality, system reliability and assure that product satisfies…

软件工程 · 计算机科学 2012-10-16 A. Al-Neaimi , S. Qatawneh , Nedhal Al Saiyd

There has been a growing excitement that implicit graph generative models could be used to design or discover new molecules for medicine or material design. Because these molecules have not been discovered, they naturally lie in unexplored…

机器学习 · 计算机科学 2024-11-21 Mai Elkady , Thu Bui , Bruno Ribeiro , David I. Inouye