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Bayesian Neural Networks (BNNs) provide superior estimates of uncertainty by generating an ensemble of predictive distributions. However, inference via ensembling is resource-intensive, requiring additional entropy sources to generate…

Emerging Technologies · Computer Science 2025-05-20 Prabodh Katti , Clement Ruah , Osvaldo Simeone , Bashir M. Al-Hashimi , Bipin Rajendran

With ChatGPT as a representative, tons of companies have began to provide services based on large Transformers models. However, using such a service inevitably leak users' prompts to the model provider. Previous studies have studied secure…

Cryptography and Security · Computer Science 2025-10-17 Ye Dong , Wen-jie Lu , Yancheng Zheng , Haoqi Wu , Derun Zhao , Jin Tan , Zhicong Huang , Cheng Hong , Tao Wei , Wenguang Chen

Low-level C programs remain highly vulnerable to out-of-bounds memory corruption. State-of-the-art precise defenses either introduce severe runtime overhead due to metadata memory lookups, or break standard C semantics by disallowing…

Cryptography and Security · Computer Science 2026-03-24 Piyus Kedia

This report focuses on the architecture and performance of the Intelligence Processing Unit (IPU), a novel, massively parallel platform recently introduced by Graphcore and aimed at Artificial Intelligence/Machine Learning (AI/ML)…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-10 Zhe Jia , Blake Tillman , Marco Maggioni , Daniele Paolo Scarpazza

Spatial safety violations are the root cause of many security attacks and unexpected behavior of applications. Existing techniques to enforce spatial safety work broadly at either object or pointer granularity. Object-based approaches tend…

Cryptography and Security · Computer Science 2023-08-30 Piyus Kedia , Rahul Purandare , Udit Kumar Agarwal , Rishabh

High-confidence computing relies on trusted instructional set architecture, sealed kernels, and secure operating systems. Cloud computing depends on trusted systems for virtualization tasks. Branch predictions and pipelines are essential in…

Cryptography and Security · Computer Science 2025-06-24 Shuangbao Paul Wang

The endless stream of vulnerabilities urgently calls for principled mitigation to confine the effect of exploitation. However, the monolithic architecture of commodity OS kernels, like the Linux kernel, allows an attacker to compromise the…

Cryptography and Security · Computer Science 2024-09-17 Yinggang Guo , Zicheng Wang , Weiheng Bai , Qingkai Zeng , Kangjie Lu

Demand for data-intensive workloads and confidential computing are the prominent research directions shaping the future of cloud computing. Computer architectures are evolving to accommodate the computing of large data better. Protecting…

Cryptography and Security · Computer Science 2023-04-11 Kha Dinh Duy , Hojoon Lee

In recent years we have seen an explosion in the usage of low-cost, low-power microcontrollers (MCUs) in embedded devices around us due to the popularity of Internet of Things (IoT) devices. Although this is good from an economics…

Cryptography and Security · Computer Science 2024-02-01 Haoqi Shan , Dean Sullivan , Orlando Arias

Performance models that statically predict the steady-state throughput of basic blocks on particular microarchitectures, such as IACA, Ithemal, llvm-mca, OSACA, or CQA, can guide optimizing compilers and aid manual software optimization.…

Performance · Computer Science 2022-05-23 Andreas Abel , Jan Reineke

Reducing the average memory access time is crucial for improving the performance of applications running on multi-core architectures. With workload consolidation this becomes increasingly challenging due to shared resource contention.…

Hardware Architecture · Computer Science 2021-02-24 Nadja Ramhöj Holtryd , Madhavan Manivannan , Per Stenström , Miquel Pericàs

Modern computer processors use microarchitectural optimization mechanisms to improve performance. As a downside, such optimizations are prone to introducing side-channel vulnerabilities. Speculative loading of memory, called prefetching, is…

Cryptography and Security · Computer Science 2024-10-02 Till Schlüter , Nils Ole Tippenhauer

In typical software, many comparisons and subsequent branch operations are highly critical in terms of security. Examples include password checks, signature checks, secure boot, and user privilege checks. For embedded devices, these…

Cryptography and Security · Computer Science 2018-03-23 Robert Schilling , Mario Werner , Stefan Mangard

This paper presents a safe robust policy iteration (SR-PI) algorithm to design controllers with satisficing (good enough) performance and safety guarantee. This is in contrast to standard PI-based control design methods with no safety…

Systems and Control · Electrical Eng. & Systems 2020-09-16 Yuzhen Han , Hamidreza Modares

Security-Constrained Unit Commitment (SCUC) is a fundamental problem in power systems and electricity markets. In practical settings, SCUC is repeatedly solved via Mixed-Integer Linear Programming, sometimes multiple times per day, with…

Optimization and Control · Mathematics 2019-12-19 Alinson S. Xavier , Feng Qiu , Shabbir Ahmed

Large language models (LLMs) are increasingly used to assist developers with code, yet their implementations of cryptographic functionality often contain exploitable flaws. Minor design choices (e.g., static initialization vectors or…

Cryptography and Security · Computer Science 2026-02-09 Max Manolov , Tony Gao , Siddharth Shukla , Cheng-Ting Chou , Ryan Lagasse

The eBPF framework enables execution of user-provided code in the Linux kernel. In the last few years, a large ecosystem of cloud services has leveraged eBPF to enhance container security, system observability, and network management.…

Cryptography and Security · Computer Science 2024-09-13 Soo Yee Lim , Tanya Prasad , Xueyuan Han , Thomas Pasquier

Real-time systems, particularly those used in domains like automated driving, are increasingly adopting neural networks. From this trend arises the need for high-performance hardware exhibiting predictable timing behavior. While…

Hardware Architecture · Computer Science 2026-02-26 Maximilian Kirschner , Konstantin Dudzik , Ben Krusekamp , Jürgen Becker

Growing code bases of modern applications have led to a steady increase in the number of vulnerabilities. Control-Flow Integrity (CFI) is one promising mitigation that is more and more widely deployed and prevents numerous exploits. CFI…

Cryptography and Security · Computer Science 2022-03-01 Claudio Canella , Sebastian Dorn , Daniel Gruss , Michael Schwarz

Despite decades of efforts to resolve, memory safety violations are still persistent and problematic in modern systems. Various defense mechanisms have been proposed, but their deployment in real systems remains challenging because of…

Hardware Architecture · Computer Science 2023-08-08 Yonghae Kim , Anurag Kar , Jaewon Lee , Jaekyu Lee , Hyesoon Kim
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