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As safety-critical applications increasingly rely on data-parallel floating-point computations, there is an increasing need for flexible and configurable fault tolerance in parallel floating-point accelerators such as tensor engines. While…

Hardware Architecture · Computer Science 2025-04-22 Philip Wiese , Maurus Item , Luca Bertaccini , Yvan Tortorella , Angelo Garofalo , Luca Benini

Traditional Byzantine Fault Tolerance (BFT) state machine replication protocols assume a partial synchrony model, leading to a design where a leader replica drives the protocol and is replaced after a timeout. Recently, we witnessed a surge…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-23 Diogo S. Antunes , Afonso N. Oliveira , André Breda , Matheus Guilherme Franco , Henrique Moniz , Rodrigo Rodrigues

Conventional hardware-friendly quantization methods, such as fixed-point or integer, tend to perform poorly at very low word sizes as their shrinking dynamic ranges cannot adequately capture the wide data distributions commonly seen in…

Machine Learning · Computer Science 2020-02-12 Thierry Tambe , En-Yu Yang , Zishen Wan , Yuntian Deng , Vijay Janapa Reddi , Alexander Rush , David Brooks , Gu-Yeon Wei

We describe a concrete device roadmap towards a fault-tolerant quantum computing architecture based on noise-resilient, topologically protected Majorana-based qubits. Our roadmap encompasses four generations of devices: a single-qubit…

Quantum Physics · Physics 2025-07-22 David Aasen , Morteza Aghaee , Zulfi Alam , Mariusz Andrzejczuk , Andrey Antipov , Mikhail Astafev , Lukas Avilovas , Amin Barzegar , Bela Bauer , Jonathan Becker , Juan M. Bello-Rivas , Umesh Bhaskar , Alex Bocharov , Srini Boddapati , David Bohn , Jouri Bommer , Parsa Bonderson , Jan Borovsky , Leo Bourdet , Samuel Boutin , Tom Brown , Gary Campbell , Lucas Casparis , Srivatsa Chakravarthi , Rui Chao , Benjamin J. Chapman , Sohail Chatoor , Anna Wulff Christensen , Patrick Codd , William Cole , Paul Cooper , Fabiano Corsetti , Ajuan Cui , Wim van Dam , Tareq El Dandachi , Sahar Daraeizadeh , Adrian Dumitrascu , Andreas Ekefjärd , Saeed Fallahi , Luca Galletti , Geoff Gardner , Raghu Gatta , Haris Gavranovic , Michael Goulding , Deshan Govender , Flavio Griggio , Ruben Grigoryan , Sebastian Grijalva , Sergei Gronin , Jan Gukelberger , Jeongwan Haah , Marzie Hamdast , Esben Bork Hansen , Matthew Hastings , Sebastian Heedt , Samantha Ho , Justin Hogaboam , Laurens Holgaard , Kevin Van Hoogdalem , Jinnapat Indrapiromkul , Henrik Ingerslev , Lovro Ivancevic , Sarah Jablonski , Thomas Jensen , Jaspreet Jhoja , Jeffrey Jones , Kostya Kalashnikov , Ray Kallaher , Rachpon Kalra , Farhad Karimi , Torsten Karzig , Seth Kimes , Vadym Kliuchnikov , Maren Elisabeth Kloster , Christina Knapp , Derek Knee , Jonne Koski , Pasi Kostamo , Jamie Kuesel , Brad Lackey , Tom Laeven , Jeffrey Lai , Gijs de Lange , Thorvald Larsen , Jason Lee , Kyunghoon Lee , Grant Leum , Kongyi Li , Tyler Lindemann , Marijn Lucas , Roman Lutchyn , Morten Hannibal Madsen , Nash Madulid , Michael Manfra , Signe Brynold Markussen , Esteban Martinez , Marco Mattila , Jake Mattinson , Robert McNeil , Antonio Rodolph Mei , Ryan V. Mishmash , Gopakumar Mohandas , Christian Mollgaard , Michiel de Moor , Trevor Morgan , George Moussa , Anirudh Narla , Chetan Nayak , Jens Hedegaard Nielsen , William Hvidtfelt Padkær Nielsen , Frédéric Nolet , Mike Nystrom , Eoin O'Farrell , Keita Otani , Adam Paetznick , Camille Papon , Andres Paz , Karl Petersson , Luca Petit , Dima Pikulin , Diego Olivier Fernandez Pons , Sam Quinn , Mohana Rajpalke , Alejandro Alcaraz Ramirez , Katrine Rasmussen , David Razmadze , Ben Reichardt , Yuan Ren , Ken Reneris , Roy Riccomini , Ivan Sadovskyy , Lauri Sainiemi , Juan Carlos Estrada Saldaña , Irene Sanlorenzo , Simon Schaal , Emma Schmidgall , Cristina Sfiligoj , Marcus P. da Silva , Shilpi Singh , Sarat Sinha , Mathias Soeken , Patrick Sohr , Tomas Stankevic , Lieuwe Stek , Patrick Strøm-Hansen , Eric Stuppard , Aarthi Sundaram , Henri Suominen , Judith Suter , Satoshi Suzuki , Krysta Svore , Sam Teicher , Nivetha Thiyagarajah , Raj Tholapi , Mason Thomas , Dennis Tom , Emily Toomey , Josh Tracy , Matthias Troyer , Michelle Turley , Matthew D. Turner , Shivendra Upadhyay , Ivan Urban , Alexander Vaschillo , Dmitrii Viazmitinov , Dominik Vogel , Zhenghan Wang , John Watson , Alex Webster , Joseph Weston , Timothy Williamson , Georg W. Winkler , David J. van Woerkom , Brian Paquelet Wütz , Chung Kai Yang , Richard Yu , Emrah Yucelen , Jesús Herranz Zamorano , Roland Zeisel , Guoji Zheng , Justin Zilke , Andrew Zimmerman

Federated learning on neuromorphic hardware remains unexplored because on-chip spike-timing-dependent plasticity (STDP) produces binary weight updates rather than the floating-point gradients assumed by standard algorithms. We build a…

Neural and Evolutionary Computing · Computer Science 2026-03-16 Steven Motta , Gioele Nanni

In this work, we examine the potential of Physical Unclonable Functions (PUFs) that have been implemented on NAND Flash memories using programming disturbances to act as sustainable primitives for the purposes of lightweight cryptography.…

Field Programmable Gate Arrays (FPGAs) have recently been increasingly used for highly-parallel processing of compute intensive tasks. This paper introduces an FPGA hardware platform architecture that is PC-based, allows for fast…

Hardware Architecture · Computer Science 2007-05-23 Andreas Weisensee , Darran Nathan

We propose a fault-tolerant quantum computer architecture for trapped-ion devices, which we call the walking cat architecture. Our blueprint includes a compiler, a detailed description of all the quantum error-correction protocols, a…

The proliferation of demanding applications and edge computing establishes the need for an efficient management of the underlying computing infrastructures, urging the providers to rethink their operational methods. In this paper, we…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-02-13 Theodoros Theodoropoulos , John Violos , Stylianos Tsanakas , Aris Leivadeas , Konstantinos Tserpes , Theodora Varvarigou

In recent years, machine learning (ML) and neural networks (NNs) have gained widespread use and attention across various domains, particularly in transportation for achieving autonomy, including the emergence of flying taxis for urban air…

Machine Learning · Computer Science 2024-01-17 Fabien Geyer , Johannes Freitag , Tobias Schulz , Sascha Uhrig

This paper deals with study of the physical unclonable functions and specifically the design of arbiter based PUF (APUF) and extends the work on different types of attacks on the PUF designs to break the security of the device, which…

Cryptography and Security · Computer Science 2020-07-20 Abhijith Manchikanti Venkata , Dinesh Reddy Jeeru , Vittal K. P

With gate error rates in multiple technologies now below the threshold required for fault-tolerant quantum computation, the major remaining obstacle to useful quantum computation is scaling, a challenge greatly amplified by the huge…

Quantum Physics · Physics 2021-12-09 Kianna Wan , Soonwon Choi , Isaac H. Kim , Noah Shutty , Patrick Hayden

This paper introduces NeuroBlend, a novel neural network architecture featuring a unique building block known as the Blend module. This module incorporates binary and fixed-point convolutions in its main and skip paths, respectively. There…

Hardware Architecture · Computer Science 2024-05-02 Arash Fayyazi , Mahdi Nazemi , Arya Fayyazi , Massoud Pedram

Deep Neural Networks (DNNs) continue to grow in complexity with Large Language Models (LLMs) incorporating vast numbers of parameters. Handling these parameters efficiently in traditional accelerators is limited by data-transmission…

Hardware Architecture · Computer Science 2025-12-02 Swastik Bhattacharya , Sanjay Das , Anand Menon , Shamik Kundu , Arnab Raha , Kanad Basu

Scalable and efficient numerical simulations continue to gain importance, as computation is firmly established as the third pillar of discovery, alongside theory and experiment. Meanwhile, the performance of computing hardware grows through…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-06-26 Pietro Incardona , Antonio Leo , Yaroslav Zaluzhnyi , Rajesh Ramaswamy , Ivo F. Sbalzarini

This paper introduces a groundbreaking digital neuromorphic architecture that innovatively integrates Brain Code Unit (BCU) and Fundamental Code Unit (FCU) using mixedsignal design methodologies. Leveraging open-source datasets and the…

Hardware Architecture · Computer Science 2024-03-19 Murat Isik , Sols Miziev , Wiktoria Pawlak , Newton Howard

While Deep Neural Networks (DNNs) push the state-of-the-art in many machine learning applications, they often require millions of expensive floating-point operations for each input classification. This computation overhead limits the…

Neural and Evolutionary Computing · Computer Science 2017-05-12 Hokchhay Tann , Soheil Hashemi , Iris Bahar , Sherief Reda

The scalability of modern computing hardware is limited by physical bottlenecks and high energy consumption. These limitations could be addressed by neuromorphic hardware (NMH) which is inspired by the human brain. NMH enables physically…

Emerging Technologies · Computer Science 2023-01-25 Can Rager , Kyle Webster

Hardware security has been a key concern in modern information technologies. Especially, as the number of Internet-of-Things (IoT) devices grows rapidly, to protect the device security with low-cost security primitives becomes essential,…

Emerging Technologies · Computer Science 2022-09-01 Xinrui Guo , Xiaoyang Ma , Franz Muller , Kai Ni , Thomas Kampfe , Yongpan Liu , Vijaykrishnan Narayanan , Xueqing Li

HyperSurfaces (HSFs) consist of structurally reconfigurable metasurfaces whose electromagnetic properties can be changed via a software interface, using an embedded miniaturized network of controllers. With the HSF controllers,…

Networking and Internet Architecture · Computer Science 2020-11-10 Taqwa Saeed , Vassos Soteriou , Christos Liaskos , Andreas Pitsillides , Marios Lestas