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The rapid advancements in artificial intelligence (AI), particularly the Large Language Models (LLMs), have profoundly affected our daily work and communication forms. However, it is still a challenge to deploy LLMs on resource-constrained…

Hardware Architecture · Computer Science 2025-03-03 Mingqiang Huang , Ao Shen , Kai Li , Haoxiang Peng , Boyu Li , Yupeng Su , Hao Yu

Fast-evolving artificial intelligence (AI) algorithms such as large language models have been driving the ever-increasing computing demands in today's data centers. Heterogeneous computing with domain-specific architectures (DSAs) brings…

Hardware Architecture · Computer Science 2024-03-06 Zhuoping Yang , Shixin Ji , Xingzhen Chen , Jinming Zhuang , Weifeng Zhang , Dharmesh Jani , Peipei Zhou

This paper presents Flash, an optimized private inference (PI) hybrid protocol utilizing both homomorphic encryption (HE) and secure two-party computation (2PC), which can reduce the end-to-end PI latency for deep CNN models less than 1…

Cryptography and Security · Computer Science 2025-01-20 Hyeri Roh , Jinsu Yeo , Yeongil Ko , Gu-Yeon Wei , David Brooks , Woo-Seok Choi

This letter proposes a novel hybrid key distribution architecture that jointly exploits quantum key distribution (QKD) and Kirchhoff-law-Johnson-noise (KLJN) statistical-physical key exchange. In the proposed system, an optical BB84-type…

Quantum Physics · Physics 2026-05-18 Ertugrul Basar

Asymptotics-based configuration-interaction (CI) methods [G. Friesecke and B. D. Goddard, Multiscale Model. Simul. 7, 1876 (2009)] are a class of CI methods for atoms which reproduce, at fixed finite subspace dimension, the exact…

Quantum Physics · Physics 2012-04-06 Christian Mendl , Gero Friesecke

This paper proposes a special-purpose system to achieve high-accuracy and high-efficiency machine learning (ML) molecular dynamics (MD) calculations. The system consists of field programmable gate array (FPGA) and application specific…

Machine Learning · Computer Science 2023-03-29 Zhuoying Zhao , Ziling Tan , Pinghui Mo , Xiaonan Wang , Dan Zhao , Xin Zhang , Ming Tao , Jie Liu

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…

Since the security of post-quantum cryptography (PQC) algorithms is based on the hardness of mathematical problems, while the security of quantum key distribution (QKD) relies on the fundamental principles of quantum physics, each approach…

Cryptography and Security · Computer Science 2025-10-06 Abel C. H. Chen

We report on Quantinuum Helios, a 98-qubit trapped-ion quantum processor based on the quantum charge-coupled device (QCCD) architecture. Helios features $^{137}$Ba$^{+}$ hyperfine qubits, all-to-all connectivity enabled by a rotatable ion…

Quantum Physics · Physics 2025-11-10 Anthony Ransford , M. S. Allman , Jake Arkinstall , J. P. Campora , Samuel F. Cooper , Robert D. Delaney , Joan M. Dreiling , Brian Estey , Caroline Figgatt , Alex Hall , Ali A. Husain , Akhil Isanaka , Colin J. Kennedy , Nikhil Kotibhaskar , Ivaylo S. Madjarov , Karl Mayer , Alistair R. Milne , Annie J. Park , Adam P. Reed , Riley Ancona , Molly P. Andersen , Pablo Andres-Martinez , Will Angenent , Liz Argueta , Benjamin Arkin , Leonardo Ascarrunz , William Baker , Corey Barnes , John Bartolotta , Jordan Berg , Ryan Besand , Bryce Bjork , Matt Blain , Paul Blanchard , Robin Blume-Kohout , Matt Bohn , Agustin Borgna , Daniel Y. Botamanenko , Robert Boutelle , Natalie Brown , Grant T. Buckingham , Nathaniel Q. Burdick , William Cody Burton , Varis Carey , Christopher J. Carron , Joe Chambers , John Children , Victor E. Colussi , Steven Crepinsek , Andrew Cureton , Joe Davies , Daniel Davis , Matthew DeCross , David Deen , Conor Delaney , Davide DelVento , B. J. DeSalvo , Jason Dominy , Ross Duncan , Vanya Eccles , Alec Edgington , Neal Erickson , Stephen Erickson , Christopher T. Ertsgaard , Bruce Evans , Tyler Evans , Maya I. Fabrikant , Andrew Fischer , Cameron Foltz , Michael Foss-Feig , David Francois , Brad Freyberg , Charles Gao , Robert Garay , Jane Garvin , David M. Gaudiosi , Christopher N. Gilbreth , Josh Giles , Erin Glynn , Jeff Graves , Azure Hansen , David Hayes , Lukas Heidemann , Bob Higashi , Tyler Hilbun , Jordan Hines , Ariana Hlavaty , Kyle Hoffman , Ian M. Hoffman , Craig Holliman , Isobel Hooper , Bob Horning , James Hostetter , Daniel Hothem , Jack Houlton , Jared Hout , Ross Hutson , Ryan T. Jacobs , Trent Jacobs , Melf Johannsen , Jacob Johansen , Loren Jones , Sydney Julian , Ryan Jung , Aidan Keay , Todd Klein , Mark Koch , Ryo Kondo , Chang Kong , Asa Kosto , Alan Lawrence , David Liefer , Michelle Lollie , Dominic Lucchetti , Nathan K. Lysne , Christian Lytle , Callum MacPherson , Andrew Malm , Spencer Mather , Brian Mathewson , Daniel Maxwell , Lauren McCaffrey , Hannah McDougall , Robin Mendoza , Michael Mills , Richard Morrison , Louis Narmour , Nhung Nguyen , Lora Nugent , Scott Olson , Daniel Ouellette , Jeremy Parks , Zach Peters , Jessie Petricka , Juan M. Pino , Frank Polito , Matthias Preidl , Gabriel Price , Timothy Proctor , McKinley Pugh , Noah Ratcliff , Daisy Raymondson , Peter Rhodes , Conrad Roman , Craig Roy , Ciaran Ryan-Anderson , Fernando Betanzo Sanchez , George Sangiolo , Tatiana Sawadski , Andrew Schaffer , Peter Schow , Jon Sedlacek , Henry Semenenko , Peter Shevchuk , Susan Shore , Peter Siegfried , Kartik Singhal , Seyon Sivarajah , Thomas Skripka , Lucas Sletten , Ben Spaun , R. Tucker Sprenkle , Paul Stoufer , Mariel Tader , Stephen F. Taylor , Travis H. Thompson , Raanan Tobey , Anh Tran , Tam Tran , Grahame Vittorini , Curtis Volin , Jim Walker , Sam White , Douglas Wilson , Quinn Wolf , Chester Wringe , Kevin Young , Jian Zheng , Kristen Zuraski , Charles H. Baldwin , Alex Chernoguzov , John P. Gaebler , Steven J. Sanders , Brian Neyenhuis , Russell Stutz , Justin G. Bohnet

In the field of cryptography till date the 1-byte in 1-clock is the best known RC4 hardware design [1], while the 1-byte in 3clocks is the best known implementation [2,3]. The design algorithm in [1] considers two consecutive bytes together…

Hardware Architecture · Computer Science 2012-07-30 Rourab Paul , Sangeet Saha , Jkm Sadique Uz Zaman , Suman Das , Amlan Chakrabarti , Ranjan Ghosh

Deep-learning accelerators are increasingly in demand; however, their performance is constrained by the size of the feature map, leading to high bandwidth requirements and large buffer sizes. We propose an adaptive scale feature map…

Computer Vision and Pattern Recognition · Computer Science 2025-03-25 Yuan Yao , Tian-Sheuan Chang

In recent years, processing in memory (PIM) based mixedsignal designs have been proposed as energy- and area-efficient solutions with ultra high throughput to accelerate DNN computations. However, PIM designs are sensitive to imperfections…

Hardware Architecture · Computer Science 2022-08-31 Payman Behnam , Uday Kamal , Saibal Mukhopadhyay

Transformers have revolutionized AI in natural language processing and computer vision, but their large computation and memory demands pose major challenges for hardware acceleration. In practice, end-to-end throughput is often limited by…

Hardware Architecture · Computer Science 2026-03-20 Qunyou Liu , Marina Zapater , David Atienza

We consider the problem of post-quantum secure and ultra-reliable communication through a heterogeneous network consisting of multiple connections. Three performance metrics are considered: security, throughput, and in-order delivery delay.…

Information Theory · Computer Science 2021-08-17 Rafael G. L. D'Oliveira , Alejandro Cohen , John Robinson , Thomas Stahlbuhk , Muriel Médard

Integrated photonics provides a route both to miniaturize quantum key distribution (QKD) devices and to enhance their performance. A key element for achieving discrete-variable QKD is a single-photon detector. It is highly desirable to…

Fully Homomorphic Encryption (FHE) enables privacy-preserving Transformer inference, but long-sequence encrypted Transformers quickly exceed single-GPU memory capacity because encoded weights are already large and encrypted activations grow…

Cryptography and Security · Computer Science 2026-04-07 Zhaoting Gong , Ran Ran , Fan Yao , Wujie Wen

The RFX-mod2 Nuclear Fusion experiment is an upgrade of RFX-mod, shutdown in 2016. Among the other improvements in the machine structure and diagnostics, a larger number of electromagnetic probes (EMs) is foreseen to provide more…

Atomic operations (atomics) such as Compare-and-Swap (CAS) or Fetch-and-Add (FAA) are ubiquitous in parallel programming. Yet, performance tradeoffs between these operations and various characteristics of such systems, such as the structure…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-21 Hermann Schweizer , Maciej Besta , Torsten Hoefler

In this technical note, we provide a comparison of the design metrics of various quasi-delay-insensitive (QDI) asynchronous adders, where the adders correspond to diverse architectures. QDI adders are robust, and the objective of this…

Hardware Architecture · Computer Science 2019-07-26 P Balasubramanian

We present an oblivious transfer (OT) protocol that combines the OT scheme of Chou and Orlandi together with thesupersingular isogeny Diffie-Hellman (SIDH) primitive of De Feo, Jao, and Pl\^ut. Our construction is a candidate for…

Cryptography and Security · Computer Science 2021-01-14 Paulo Barreto , Anderson Nascimento , Glaucio Oliveira , Waldyr Benits