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相关论文: Overview of Beyond-CMOS Devices and A Uniform Meth…

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The latest results of benchmarking research are presented for a variety of beyond-CMOS charge- and spin-based devices. In addition to improving the device-level models, several new device proposals and a few majorly modified devices are…

新兴技术 · 计算机科学 2017-11-15 Chenyun Pan , Azad Naeemi

Numerous neural network circuits and architectures are presently under active research for application to artificial intelligence and machine learning. Their physical performance metrics (area, time, energy) are estimated. Various types of…

新兴技术 · 计算机科学 2019-07-15 Dmitri E. Nikonov , Ian A. Young

Multiple beyond-CMOS information processing devices are presently under active research and require methods of benchmarking them. A new approach for calculating the performance metric, energy-delay product, of such devices is proposed. The…

介观与纳米尺度物理 · 物理学 2015-06-17 Angik Sarkar , Dmitri E. Nikonov , Ian A. Young , Behtash Behin-Aein , Supriyo Datta

Nowadays System-On-Chips (SoCs) have evolved considerably in term of performances, reliability and integration capacity. The last advantage has induced the growth of the number of cores or Intellectual Properties (IPs) in a same chip.…

硬件体系结构 · 计算机科学 2013-12-13 Ahmed Ben Achballah , Slim Ben Saoud

Traditional logical equivalence checking (LEC) which plays a major role in entire chip design process faces challenges of meeting the requirements demanded by the many emerging technologies that are based on logic models different from…

新兴技术 · 计算机科学 2020-05-29 Arash Fayyazi , Shahin Nazarian , Massoud Pedram

Nanoscale electronic devices are of great interest for all kinds of applications like switching, energy conversion and sensing. The objective of this chapter, however, is not to discuss specific devices or applications. Rather it is to…

介观与纳米尺度物理 · 物理学 2008-11-03 Supriyo Datta

Progress in the last two decades has effectively integrated spintronics and nanomagnetics into a single field, creating a new class of spin-based devices that are now being used both to Read (R) information from magnets and to Write (W)…

介观与纳米尺度物理 · 物理学 2014-04-09 Supriyo Datta , Vinh Quang Diep , Behtash Behin-Aein

A system architecture is suggested for a System on Chip that will combine several different memristor-based, bio-inspired computation arrays with inter- and intra-chip communication. It will serve as a benchmark system for future…

新兴技术 · 计算机科学 2025-05-19 Christian Grewing , Arun Ashok , Sabitha Kusuma , Michael Schiek , Andre Zambanini , Stefan van Waasen

New nanotechnology based devices are replacing CMOS devices to overcome CMOS technology's scaling limitations. However, many such devices exhibit non-monotonic I-V characteristics and uncertain properties which lead to the negative…

性能 · 计算机科学 2011-11-09 Bharat Sukhwani , Uday Padmanabhan , Janet M. Wang

In this paper we discuss the potential of emerging spintorque devices for computing applications. Recent proposals for spinbased computing schemes may be differentiated as all-spin vs. hybrid, programmable vs. fixed, and, Boolean vs.…

无序系统与神经网络 · 物理学 2013-08-19 Kaushik Roy , Mrigank Sharad , Deliang Fan , Karthik Yogendra

Quantum Computing (QC) is undergoing a high rate of development, investment and research devoted to its improvement.However, there is little consensus in the industry and wider literature as to what improvement might consist of beyond…

量子物理 · 物理学 2024-05-15 Jessica Park , Susan Stepney , Irene D'Amico

All-spin logic devices are promising candidates to augment and complement beyond-CMOS integrated circuit computing due to non-volatility, ultra-low operating voltages, higher logical efficiency, and high density integration. However, the…

介观与纳米尺度物理 · 物理学 2016-01-13 Sasikanth Manipatruni , Dmitri E. Nikonov , Ian A. Young

Recent advances in memory technologies, devices and materials have shown great potential for integration into neuromorphic electronic systems. However, a significant gap remains between the development of these materials and the realization…

Over the past decade a large family of spintronic devices have been proposed as candidates for replacing CMOS for future digital logic circuits. Using the recently developed Modular Approach framework, we investigate and identify the…

介观与纳米尺度物理 · 物理学 2017-03-27 Samiran Ganguly , Kerem Yunus Camsari , Supriyo Datta

Neuromorphic computing is poised to further the success of software-based neural networks by utilizing improved customized hardware. However, the translation of neuromorphic algorithms to hardware specifications is a problem that has been…

新兴技术 · 计算机科学 2022-08-03 Andres E. Lombo , Jesus E. Lares , Matteo Castellani , Chi-Ning Chou , Nancy Lynch , Karl K. Berggren

Neuromorphic computing shows promise for advancing computing efficiency and capabilities of AI applications using brain-inspired principles. However, the neuromorphic research field currently lacks standardized benchmarks, making it…

人工智能 · 计算机科学 2025-01-16 Jason Yik , Korneel Van den Berghe , Douwe den Blanken , Younes Bouhadjar , Maxime Fabre , Paul Hueber , Weijie Ke , Mina A Khoei , Denis Kleyko , Noah Pacik-Nelson , Alessandro Pierro , Philipp Stratmann , Pao-Sheng Vincent Sun , Guangzhi Tang , Shenqi Wang , Biyan Zhou , Soikat Hasan Ahmed , George Vathakkattil Joseph , Benedetto Leto , Aurora Micheli , Anurag Kumar Mishra , Gregor Lenz , Tao Sun , Zergham Ahmed , Mahmoud Akl , Brian Anderson , Andreas G. Andreou , Chiara Bartolozzi , Arindam Basu , Petrut Bogdan , Sander Bohte , Sonia Buckley , Gert Cauwenberghs , Elisabetta Chicca , Federico Corradi , Guido de Croon , Andreea Danielescu , Anurag Daram , Mike Davies , Yigit Demirag , Jason Eshraghian , Tobias Fischer , Jeremy Forest , Vittorio Fra , Steve Furber , P. Michael Furlong , William Gilpin , Aditya Gilra , Hector A. Gonzalez , Giacomo Indiveri , Siddharth Joshi , Vedant Karia , Lyes Khacef , James C. Knight , Laura Kriener , Rajkumar Kubendran , Dhireesha Kudithipudi , Shih-Chii Liu , Yao-Hong Liu , Haoyuan Ma , Rajit Manohar , Josep Maria Margarit-Taulé , Christian Mayr , Konstantinos Michmizos , Dylan R. Muir , Emre Neftci , Thomas Nowotny , Fabrizio Ottati , Ayca Ozcelikkale , Priyadarshini Panda , Jongkil Park , Melika Payvand , Christian Pehle , Mihai A. Petrovici , Christoph Posch , Alpha Renner , Yulia Sandamirskaya , Clemens JS Schaefer , André van Schaik , Johannes Schemmel , Samuel Schmidgall , Catherine Schuman , Jae-sun Seo , Sadique Sheik , Sumit Bam Shrestha , Manolis Sifalakis , Amos Sironi , Kenneth Stewart , Matthew Stewart , Terrence C. Stewart , Jonathan Timcheck , Nergis Tömen , Gianvito Urgese , Marian Verhelst , Craig M. Vineyard , Bernhard Vogginger , Amirreza Yousefzadeh , Fatima Tuz Zohora , Charlotte Frenkel , Vijay Janapa Reddi

The rise of IoT has increased the need for on-edge machine learning, with TinyML emerging as a promising solution for resource-constrained devices such as MCU. However, evaluating their performance remains challenging due to diverse…

机器学习 · 计算机科学 2025-12-01 Pietro Bartoli , Christian Veronesi , Andrea Giudici , David Siorpaes , Diana Trojaniello , Franco Zappa

In the near-term "NISQ"-era of noisy, intermediate-scale, quantum hardware and beyond, reliably determining the quality of quantum devices becomes increasingly important: users need to be able to compare them with one another, and make an…

量子物理 · 物理学 2021-04-23 Arjan Cornelissen , Johannes Bausch , András Gilyén

Recently several device and circuit design techniques have been explored for applying nano-magnets and spin torque devices like spin valves and domain wall magnets in computational hardware. However, most of them have been focused on…

无序系统与神经网络 · 物理学 2013-08-26 Mrigank Sharad , Charles Augustine , Kaushik Roy

Efficient on-device neural network (NN) inference offers predictable latency, improved privacy and reliability, and lower operating costs for vendors than cloud-based inference. This has sparked recent development of microcontroller-scale…

机器学习 · 计算机科学 2025-11-03 Josh Millar , Yushan Huang , Sarab Sethi , Hamed Haddadi , Anil Madhavapeddy
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