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Emerging applications, such as big data analytics and machine learning, require increasingly large amounts of main memory, often exceeding the capacity of current commodity processors built on DRAM technology. To address this, recent…

分布式、并行与集群计算 · 计算机科学 2025-10-27 Manel Lurbe , Miguel Avargues , Salvador Petit , Maria E. Gomez , Rui Yang , Guanhao Wang , Julio Sahuquillo

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

Memories that exploit three-dimensional (3D)-stacking technology, which integrate memory and logic dies in a single stack, are becoming popular. These memories, such as Hybrid Memory Cube (HMC), utilize a network-on-chip (NoC) design for…

硬件体系结构 · 计算机科学 2018-12-05 Ramyad Hadidi , Bahar Asgari , Jeffrey Young , Burhan Ahmad Mudassar , Kartikay Garg , Tushar Krishna , Hyesoon Kim

Recent decades have witnessed a surge in the development of concurrent data structures with an increasing interest in data structures implementing concurrent sets (CSets). Microbenchmarking tools are frequently utilized to evaluate and…

分布式、并行与集群计算 · 计算机科学 2022-12-09 Rosina F. Kharal , Trevor Brown

In many use cases the execution time of tasks is unknown and can be chosen by the designer to increase or decrease the application features depending on the availability of processing capacity. If the application has real-time constraints,…

操作系统 · 计算机科学 2024-10-23 Enrico Bini

This paper presents a comprehensive analysis of performance trade offs between implementation choices for transaction runtime systems on persistent memory. We compare three implementations of transaction runtimes: undo logging, redo…

分布式、并行与集群计算 · 计算机科学 2018-04-04 Virendra Marathe , Achin Mishra , Amee Trivedi , Yihe Huang , Faisal Zaghloul , Sanidhya Kashyap , Margo Seltzer , Tim Harris , Steve Byan , Bill Bridge , Dave Dice

It is very well-known that the implementation of Model Predictive Controller (MPC) on embedded platforms is challenging due to the computational complexities associated while solving an optimization problem. Although, there are many…

系统与控制 · 电气工程与系统科学 2021-05-19 Saket Adhau , Siddesh Dani , Deepak Ingole , Dayaram Sonawane

Model Predictive Control (MPC) is a powerful and flexible design tool of high-performance controllers for physical systems in the presence of input and output constraints. A challenge for the practitioner applying MPC is the need of tuning…

系统与控制 · 电气工程与系统科学 2021-01-19 Marco Forgione , Dario Piga , Alberto Bemporad

We consider the problem of uncertainty quantification for prediction in a time series: if we use past data to forecast the next time point, can we provide valid prediction intervals around our forecasts? To avoid placing distributional…

机器学习 · 统计学 2026-01-13 Rina Foygel Barber , Ashwin Pananjady

Now days, manufacturers are focusing on increasing the concurrency in multiprocessor system-on-a-chip (MPSoC) architecture instead of increasing clock speed, for embedded systems. Traditionally lock-based synchronization is provided to…

硬件体系结构 · 计算机科学 2012-02-06 Shaily Mittal , Nitin

In real-time embedded systems (RTS), failures due to security breaches can cause serious damage to the system, the environment and/or injury to humans. Therefore, it is very important to understand the potential threats and attacks against…

密码学与安全 · 计算机科学 2017-05-09 Chien-Ying Chen , AmirEmad Ghassami , Sibin Mohan , Negar Kiyavash , Rakesh B. Bobba , Rodolfo Pellizzoni , Man-Ki Yoon

This paper studies how the model architecture and data configurations influence the empirical memorization capacity of generative transformers. The models are trained using synthetic text datasets derived from the Systematized Nomenclature…

计算与语言 · 计算机科学 2025-06-18 Anton Changalidis , Aki Härmä

Memory latency, bandwidth, capacity, and energy increasingly limit performance. In this paper, we reconsider proposed system architectures that consist of huge (many-terabyte to petabyte scale) memories shared among large numbers of CPUs.…

硬件体系结构 · 计算机科学 2025-09-24 Samuel Dayo , Shuhan Liu , Peijing Li , Philip Levis , Subhasish Mitra , Thierry Tambe , David Tennenhouse , H. -S. Philip Wong

The design space of networked embedded systems is very large, posing challenges to the optimisation of such platforms when it comes to support applications with real-time guarantees. Recent research has shown that a number of inter-related…

性能 · 计算机科学 2020-07-21 Leandro Soares Indrusiak , Robert I. Davis , Piotr Dziurzanski

Competitive dynamics are thought to occur in many processes of learning involving synaptic plasticity. Here we show, in a game theory-inspired model of synaptic interactions, that the competition between synapses in their weak and strong…

无序系统与神经网络 · 物理学 2015-05-28 Gaurang Mahajan , Anita Mehta

Recent security vulnerabilities that target speculative execution (e.g., Spectre) present a significant challenge for processor design. The highly publicized vulnerability uses speculative execution to learn victim secrets by changing cache…

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

We investigate the role of stochastic resetting in non-Markovian systems, where memory effects arise due to slow relaxation, rugged energy landscapes, disordered environments, and molecular crowding. Using the celebrated continuous-time…

统计力学 · 物理学 2026-04-13 Suvam Pal , Rahul Das , Arnab Pal

We present a hardware mechanism called HourGlass to predictably share data in a multi-core system where cores are explicitly designated as critical or non-critical. HourGlass is a time-based cache coherence protocol for dual-critical…

硬件体系结构 · 计算机科学 2018-07-20 Nivedita Sritharan , Anirudh M. Kaushik , Mohamed Hassan , Hiren Patel

Due to the point-like nature of neuronal spiking, efficient neural network simulators often employ event-based simulation schemes for synapses. Yet many types of synaptic plasticity rely on the membrane potential of the postsynaptic cell as…

神经元与认知 · 定量生物学 2022-04-05 Jonas Stapmanns , Jan Hahne , Moritz Helias , Matthias Bolten , Markus Diesmann , David Dahmen
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