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Shared-memory system-on-chips (SM-SoC) are ubiquitously employed by a wide-range of mobile computing platforms, including edge/IoT devices, autonomous systems and smartphones. In SM-SoCs, system-wide shared physical memory enables a…

Cryptography and Security · Computer Science 2025-02-11 Ismet Dagli , James Crea , Soner Seckiner , Yuanchao Xu , Selçuk Köse , Mehmet E. Belviranli

Graphs have more expressive power and are widely researched in various search demand scenarios, compared with traditional relational and XML models. Today, many graph search services have been deployed on a third-party server, which can…

Cryptography and Security · Computer Science 2024-03-29 Qiuhao Wang , Xu Yang , Saiyu Qi , Yong Qi

State-of-the-art DRAM read disturbance mitigations rely on the read disturbance threshold (RDT) (e.g., the number of aggressor row activations needed to induce the first read disturbance bitflip) to securely and performance- and…

Hardware Architecture · Computer Science 2026-03-16 Ataberk Olgun , F. Nisa Bostanci , Ismail Emir Yuksel , Haocong Luo , Minesh Patel , A. Giray Yaglikci , Onur Mutlu

We consider the problem of training a $d$ dimensional model with distributed differential privacy (DP) where secure aggregation (SecAgg) is used to ensure that the server only sees the noisy sum of $n$ model updates in every training round.…

Machine Learning · Computer Science 2022-03-09 Wei-Ning Chen , Christopher A. Choquette-Choo , Peter Kairouz , Ananda Theertha Suresh

DRAM is the dominant main memory technology used in modern computing systems. Computing systems implement a memory controller that interfaces with DRAM via DRAM commands. DRAM executes the given commands using internal components (e.g.,…

This paper proposes GuardNN, a secure DNN accelerator that provides hardware-based protection for user data and model parameters even in an untrusted environment. GuardNN shows that the architecture and protection can be customized for a…

Cryptography and Security · Computer Science 2022-05-26 Weizhe Hua , Muhammad Umar , Zhiru Zhang , G. Edward Suh

In this work, we investigate if statistical privacy can enhance the performance of ORAM mechanisms while providing rigorous privacy guarantees. We propose a formal and rigorous framework for developing ORAM protocols with statistical…

Cryptography and Security · Computer Science 2018-07-17 Sameer Wagh , Paul Cuff , Prateek Mittal

Trying to address the security challenges of a cloud-centric software deployment paradigm, silicon and cloud vendors are introducing confidential computing - an umbrella term aimed at providing hardware and software mechanisms for…

In cloud computing environments, multiple tenants are often co-located on the same multi-processor system. Thus, preventing information leakage between tenants is crucial. While the hypervisor enforces software isolation, shared hardware,…

Cryptography and Security · Computer Science 2016-06-29 Peter Pessl , Daniel Gruss , Clémentine Maurice , Michael Schwarz , Stefan Mangard

Property-Directed Reachability (PDR/IC3) is a standard workhorse for hardware safety verification, but most implementations are tuned primarily for time-to-answer and treat the produced invariant or counterexample as a secondary byproduct.…

Logic in Computer Science · Computer Science 2026-05-19 Arman Ferdowsi , Laura Kovacs

DRAM manufacturers have been prioritizing memory capacity, yield, and bandwidth for years, while trying to keep the design complexity as simple as possible. DRAM chips do not carry out any computation or other important functions, such as…

Spin-Transfer Torque RAM (STTRAM) is promising for cache applications. However, it brings new data security issues that were absent in volatile memory counterparts such as Static RAM (SRAM) and embedded Dynamic RAM (eDRAM). This is…

Cryptography and Security · Computer Science 2016-03-22 Nitin Rathi , Asmit De , Helia Naeimi , Swaroop Ghosh

Storage integrity is essential to systems and applications that use untrusted storage (e.g., public clouds, end-user devices). However, known methods for achieving storage integrity either suffer from high (and often prohibitive) overheads…

Cryptography and Security · Computer Science 2025-04-10 Quinn Burke , Ryan Sheatsley , Yohan Beugin , Eric Pauley , Owen Hines , Michael Swift , Patrick McDaniel

The memory controller is in charge of managing DRAM maintenance operations (e.g., refresh, RowHammer protection, memory scrubbing) to reliably operate modern DRAM chips. Implementing new maintenance operations often necessitates…

Hardware Architecture · Computer Science 2025-08-07 Hasan Hassan , Ataberk Olgun , A. Giray Yaglikci , Haocong Luo , Onur Mutlu

As DRAM scales to higher density and I/O speeds, ensuring data correctness becomes increasingly difficult. Industry has responded with a three-layer stack: on-die ECC (O-ECC), link ECC (L-ECC), and system ECC (S-ECC). However, these layers…

Hardware Architecture · Computer Science 2026-05-15 Junhwan Kim , Seunghyun Kim , Yesin Ryu , Saeid Gorgin , Jungrae Kim

Trusted execution environments (TEEs) provide an environment for running workloads in the cloud without having to trust cloud service providers, by offering additional hardware-assisted security guarantees. However, main memory encryption…

Cryptography and Security · Computer Science 2023-09-25 Jan Wichelmann , Anna Pätschke , Luca Wilke , Thomas Eisenbarth

Secure Device Pairing (SDP) relies on an out-of-band channel to authenticate devices. This requires a common hardware interface, which limits the use of existing SDP systems. We propose to use short-range acoustic communication for the…

Cryptography and Security · Computer Science 2023-02-16 Florentin Putz , Flor Álvarez , Jiska Classen

AI memory systems are evolving toward unified context layers that enable efficient cross-agent collaboration and multi-tool workflows, facilitating better accumulation of personal data and learning of user preferences. However,…

Cryptography and Security · Computer Science 2026-01-13 Xing Zhou , Dmitrii Ustiugov , Haoxin Shang , Kisson Lin

Satellite-ground integrated digital twin networks (SGIDTNs) are regarded as innovative network architectures for reducing network congestion, enabling nearly-instant data mapping from the physical world to digital systems, and offering…

Signal Processing · Electrical Eng. & Systems 2023-02-20 Yongkang Gong , Haipeng Yao Xiaonan Liu , Mehdi Bennis , Arumugam Nallanathan , Zhu Han

Data deduplication is able to effectively identify and eliminate redundant data and only maintain a single copy of files and chunks. Hence, it is widely used in cloud storage systems to save storage space and network bandwidth. However, the…

Cryptography and Security · Computer Science 2017-03-16 Pengfei Zuo , Yu Hua , Cong Wang , Wen Xia , Shunde Cao , Yukun Zhou , Yuanyuan Sun