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The gradient boosting machine is one of the powerful tools for solving regression problems. In order to cope with its shortcomings, an approach for constructing ensembles of gradient boosting models is proposed. The main idea behind the…

机器学习 · 计算机科学 2020-10-14 Andrei V. Konstantinov , Lev V. Utkin

The common layer-by-layer deposition of regular, 3-axis 3D printing simplifies both the fabrication process and the 3D printer's mechanical design. However, the resulting 3D printed objects have some unfavourable characteristics including…

人机交互 · 计算机科学 2022-03-30 Freddie Hong , Steve Hodges , Connor Myant , David Boyle

Sequential computation is well understood but does not scale well with current technology. Within the next decade, systems will contain large numbers of processors with potentially thousands of processors per chip. Despite this, many…

硬件体系结构 · 计算机科学 2015-11-17 James Hanlon

The outsourced manufacturing of integrated circuits has increased the risk of intellectual property theft. In response, logic locking techniques have been developed for protecting designs by adding programmable elements to the circuit.…

密码学与安全 · 计算机科学 2021-03-15 Joseph Sweeney , Deepali Garg , Lawrence Pileggi

Neural networks possess incredible capabilities for extracting abstract features from data. Electromagnetic computing harnesses wave propagation to execute computational operations. Metasurfaces, composed of subwavelength meta-atoms, are…

信息论 · 计算机科学 2026-01-23 Jiancheng An , Chau Yuen , Marco Di Renzo , Mehdi Bennis , Merouane Debbah , Lajos Hanzo

As semiconductor manufacturing advances from the 3-nm process toward the sub-nanometer regime and transitions from FinFETs to gate-all-around field-effect transistors (GAAFETs), the resulting complexity and manufacturing challenges continue…

With recent advances in both responsive materials and fabrication techniques it is now possible to construct integrated functional structures, composed of both structural and active materials. We investigate the robust design of such…

最优化与控制 · 数学 2021-07-20 Andrew Akerson , Blaise Bourdin , Kaushik Bhattacharya

In an era where scientific experiments can be very costly, multi-fidelity emulators provide a useful tool for cost-efficient predictive scientific computing. For scientific applications, the experimenter is often limited by a tight…

统计方法学 · 统计学 2023-10-30 Chih-Li Sung , Yi Ji , Simon Mak , Wenjia Wang , Tao Tang

On-chip integration of 2D materials with exceptional optical properties provides an attractive solution for next-generation photonic integrated circuits to address the limitations of conventional bulk integrated platforms. Over the past two…

光学 · 物理学 2025-04-17 David J. Moss

As Moore's Law continues to fuel the ability to build ever increasingly complex system-on-chips (SoCs), achieving performance goals is rising as a critical challenge to completing designs. In particular, the system interconnect must…

硬件体系结构 · 计算机科学 2011-11-09 Wolf-Dietrich Weber , Joe Chou , Ian Swarbrick , Drew Wingard

On the advent of the slow death of Moore's law, the silicon industry is moving towards a new era of chiplets. The automotive industry is experiencing a profound transformation towards software-defined vehicles, fueled by the surging demand…

Despite the decades-long history of 3D printing, it is not used to its full potential. Yet 3D printing holds promise for isolated communities, aiming for self-sufficiency. In this experiential study conducted in an analog space habitat we…

人机交互 · 计算机科学 2023-05-17 Wiktor Stawski , Kinga Skorupska , Wiesław Kopeć

During the last decade, additive manufacturing has become increasingly popular for rapid prototyping, but has remained relatively marginal beyond the scope of prototyping when it comes to applications with tight tolerance specifications,…

计算机科学中的逻辑 · 计算机科学 2017-05-16 Kévin Garanger , Eric Feron , Pierre-Loïc Garoche , Julian J. Rimoli , John D. Berrigan , Martha Grover , Kerianne Hobbs

Metric embedding has become a common technique in the design of algorithms. Its applicability is often dependent on how high the embedding's distortion is. For example, embedding finite metric space into trees may require linear distortion…

数据结构与算法 · 计算机科学 2007-05-23 Yair Bartal , Manor Mendel

Monte Carlo (MC) techniques are often used to estimate integrals of a multivariate function using randomly generated samples of the function. In light of the increasing interest in uncertainty quantification and robust design applications…

机器学习 · 统计学 2011-08-25 Brendan Tracey , David Wolpert , Juan J. Alonso

In heterogeneous integration, different dies may employ distinct technologies, making floorplanning across multiple dies inherently coupled with technology assignment. By assuming a fixed technology, almost all prior floorplanning studies…

系统与控制 · 电气工程与系统科学 2026-04-20 Cristhian Roman-Vicharra , Prianka Sengupta , Runzhi Wang , Yiran Chen , Jiang Hu

AI systems have found a wide range of real-world applications in recent years. The adoption of edge artificial intelligence, embedding AI directly into edge devices, is rapidly growing. Despite the implementation of guardrails and safety…

硬件体系结构 · 计算机科学 2025-11-13 Eren Kurshan , Yuan Xie , Paul Franzon

The strategy of using CUDA-compatible GPUs as a parallel computation solution to improve the performance of programs has been more and more widely approved during the last two years since the CUDA platform was released. Its benefit extends…

分布式、并行与集群计算 · 计算机科学 2010-01-12 Chang Xu , Steven R. Kirk , Samantha Jenkins

Memory-centric computing aims to enable computation capability in and near all places where data is generated and stored. As such, it can greatly reduce the large negative performance and energy impact of data access and data movement, by…

硬件体系结构 · 计算机科学 2023-09-15 Onur Mutlu

Advances in multicore processors and accelerators have opened the flood gates to greater exploration and application of machine learning techniques to a variety of applications. These advances, along with breakdowns of several trends…

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