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Low bit-width Quantized Neural Networks (QNNs) enable deployment of complex machine learning models on constrained devices such as microcontrollers (MCUs) by reducing their memory footprint. Fine-grained asymmetric quantization (i.e.,…

Hardware Architecture · Computer Science 2020-10-09 Gianmarco Ottavi , Angelo Garofalo , Giuseppe Tagliavini , Francesco Conti , Luca Benini , Davide Rossi

RISC-V is an open instruction set architecture recently developed for embedded real-time systems. To achieve a lasting security on these systems and design efficient countermeasures, a better understanding of vulnerabilities to novel and…

Cryptography and Security · Computer Science 2022-11-30 Olivier Gilles , Franck Viguier , Nikolai Kosmatov , Daniel Gracia Pérez

The evolution of 5G and the emergence of 6G wireless communication systems impose higher demands for computing capabilities and lower power consumption in the front-end and processing circuitry. Furthermore, the incorporation of Artificial…

Signal Processing · Electrical Eng. & Systems 2025-06-10 Javier Acevedo , Frank H. P. Fitzek

This report makes the case that a well-designed Reduced Instruction Set Computer (RISC) can match, and even exceed, the performance and code density of existing commercial Complex Instruction Set Computers (CISC) while maintaining the…

Hardware Architecture · Computer Science 2016-07-11 Christopher Celio , Palmer Dabbelt , David A. Patterson , Krste Asanović

Embedded systems are pervasively used in many fields nowadays. In mixed-criticality environments (automotive, industry 4.0, drones, etc.) they need to run real-time applications with certain time and safety constraints alongside a rich…

Cryptography and Security · Computer Science 2021-11-05 Flavia Caforio , Pierpaolo Iannicelli , Michele Paolino , Daniel Raho

IoT applications are one of the driving forces in making systems energy and power-efficient, given their resource constraints. However, because of security, latency, and transmission, we advocate for local computing through multi-processor…

Hardware Architecture · Computer Science 2024-06-27 Anderson I. Silva , Altamiro Susin , Fernanda L. Kastensmidt , Antonio Carlos S. Beck , Jose Rodrigo Azambuja

Whilst the RISC-V Vector extension (RVV) has been ratified, at the time of writing both hardware implementations and open source software support are still limited for vectorisation on RISC-V. This is important because vectorisation is…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-21 Joseph K. L. Lee , Maurice Jamieson , Nick Brown , Ricardo Jesus

RISC-V is an emerging technology, with applications ranging from embedded devices to high-performance servers. Therefore, more and more security-critical workloads will be conducted with code that is compiled for RISC-V. Well-known…

Cryptography and Security · Computer Science 2023-09-28 Jan Wichelmann , Christopher Peredy , Florian Sieck , Anna Pätschke , Thomas Eisenbarth

The Advanced Encryption Standard (AES) is a widely adopted cryptographic algorithm essential for securing embedded systems and IoT platforms. However, existing AES hardware accelerators often face limitations in performance, energy…

Hardware Architecture · Computer Science 2025-05-20 Van Tinh Nguyen , Phuc Hung Pham , Vu Trung Duong Le , Hoai Luan Pham , Tuan Hai Vu , Thi Diem Tran

Expanding Deep Learning applications toward edge computing demands architectures capable of delivering high computational performance and efficiency while adhering to tight power and memory constraints. Digital In-Memory Computing (DIMC)…

Hardware Architecture · Computer Science 2026-02-03 Tommaso Spagnolo , Cristina Silvano , Riccardo Massa , Filippo Grillotti , Thomas Boesch , Giuseppe Desoli

Rapid advancements in RISC-V hardware development shift the focus from low-level optimizations to higher-level parallelization. Recent RISC-V processors, such as the SOPHON SG2042, have 64 cores. RISC-V processors with core counts…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-11 Alexander Strack , Christopher Taylor , Dirk Pflüger

In recent years, SSDs have gained tremendous attention in computing and storage systems due to significant performance improvement over HDDs. The cost per capacity of SSDs, however, prevents them from entirely replacing HDDs in such…

Performance · Computer Science 2018-05-18 Reza Salkhordeh , Shahriar Ebrahimi , Hossein Asadi

With emerging storage-class memory (SCM) nearing commercialization, there is evidence that it will deliver the much-anticipated high density and access latencies within only a few factors of DRAM. Nevertheless, the latency-sensitive nature…

Both AMD and Intel have presented technologies for confidential computing in cloud environments. The proposed solutions - AMD SEV (-ES, -SNP) and Intel TDX - protect Virtual Machines (VMs) against attacks from higher privileged layers…

Cryptography and Security · Computer Science 2021-09-23 Felicitas Hetzelt , Martin Radev , Robert Buhren , Mathias Morbitzer , Jean-Pierre Seifert

Speculative attacks are still an active threat today that, even if initially focused on the x86 platform, reach across all modern hardware architectures. RISC-V is a newly proposed open instruction set architecture that has seen traction…

Cryptography and Security · Computer Science 2023-11-08 Ruxandra Bălucea , Paul Irofti

High-performance clusters and datacenters pose increasingly demanding requirements on storage systems. If these systems do not operate at scale, applications are doomed to become I/O bound and waste compute cycles. To accelerate the data…

Networking and Internet Architecture · Computer Science 2022-06-22 Salvatore Di Girolamo , Daniele De Sensi , Konstantin Taranov , Milos Malesevic , Maciej Besta , Timo Schneider , Severin Kistler , Torsten Hoefler

Modern multicore system-on-chips (SoCs) share off-chip DRAM across cores, where bank-level interference can significantly degrade performance and threaten real-time guarantees. While prior work has focused on per-core bandwidth regulation,…

Hardware Architecture · Computer Science 2026-03-30 Connor Rudy Sullivan , Amin Mamandipoor , Cole Ridge Strickler , Heechul Yun

While interest in the open RISC-V instruction set architecture is growing, tools to assess the security of concrete processor implementations are lacking. There are dedicated tools and benchmarks for common microarchitectural side-channel…

Cryptography and Security · Computer Science 2025-10-13 Cédrick Austa , Jan Tobias Mühlberg , Jean-Michel Dricot

Heterogeneous systems increasingly rely on RISC-V cores as orchestration engines to manage data movement, synchronization, and scheduling across accelerators and reconfigurable fabrics. Conventional performance metrics, such as FLOPs,…

Hardware Architecture · Computer Science 2026-03-10 Dave Ojika , Projjal Gupta , Preethi Budi , Herman Lam , Shreya Mehrotra

When key-value (KV) stores use SSDs for storing a large number of items, oftentimes they also require large in-memory data structures including indices and caches to be traversed to reduce IOs. This paper considers offloading most of such…