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Memory consistency model (MCM) issues in out-of-order-issue microprocessor-based shared-memory systems are notoriously non-intuitive and a source of hardware design bugs. Prior hardware verification work is limited to in-order-issue…

硬件体系结构 · 计算机科学 2024-04-05 Gokulan Ravi , Xiaokang Qiu , Mithuna Thottethodi , T. N. Vijaykumar

Reliable confidence estimation is a challenging yet fundamental requirement in many risk-sensitive applications. However, modern deep neural networks are often overconfident for their incorrect predictions, i.e., misclassified samples from…

计算机视觉与模式识别 · 计算机科学 2024-03-06 Fei Zhu , Xu-Yao Zhang , Zhen Cheng , Cheng-Lin Liu

Memory spatial errors, i.e., buffer overflow vulnerabilities, have been a well-known issue in computer security for a long time and remain one of the root causes of exploitable vulnerabilities. Most of the existing mitigation tools adopt a…

密码学与安全 · 计算机科学 2020-04-07 Dongwei Chen , Daliang Xu , Dong Tong , Kang Sun , Xuetao Guan , Chun Yang , Xu Cheng

Memristor-based analog compute-in-memory (CIM) architectures provide a promising substrate for the efficient deployment of Large Language Models (LLMs), owing to superior energy efficiency and computational density. However, these…

计算与语言 · 计算机科学 2026-03-17 Taiqiang Wu , Yuxin Cheng , Chenchen Ding , Runming Yang , Xincheng Feng , Wenyong Zhou , Zhengwu Liu , Ngai Wong

The alignment of Multi-Agent Systems (MAS) for autonomous software engineering is constrained by evaluator epistemic uncertainty. Current paradigms, such as Reinforcement Learning from Human Feedback (RLHF) and AI Feedback (RLAIF),…

人工智能 · 计算机科学 2026-04-14 Kun Liu , Liqun Chen

The security of applications hinges on the trustworthiness of the operating system, as applications rely on the OS to protect code and data. As a result, multiple protections for safeguarding the integrity of kernel code and data are being…

密码学与安全 · 计算机科学 2019-05-16 Salessawi Ferede Yitbarek , Todd Austin

High capacity and scalable memory systems play a vital role in enabling our desktops, smartphones, and pervasive technologies like Internet of Things (IoT). Unfortunately, memory systems are becoming increasingly prone to faults. This is…

硬件体系结构 · 计算机科学 2019-09-04 Prashant J. Nair

Robots need to have a memory of previously observed, but currently occluded objects to work reliably in realistic environments. We investigate the problem of encoding object-oriented memory into a multi-object manipulation reasoning and…

机器人学 · 计算机科学 2024-05-28 Yixuan Huang , Jialin Yuan , Chanho Kim , Pupul Pradhan , Bryan Chen , Li Fuxin , Tucker Hermans

It is often said that one of the biggest limitations on computer performance is memory bandwidth (i.e."the memory wall problem"). In this position paper, I argue that if historical trends in computing evolution (where growth in available…

操作系统 · 计算机科学 2011-05-11 Niall Douglas

To understand applications' memory usage details, engineers use instrumented builds and profiling tools. Both approaches are impractical for use in production environments or deployed mobile applications. As a result, developers can gather…

软件工程 · 计算机科学 2023-08-21 Gunnar Kudrjavets , Ayushi Rastogi , Jeff Thomas , Nachiappan Nagappan

The pace and volume of code churn necessary to evolve modern software systems present challenges for analyzing the performance impact of any set of code changes. Traditional methods used in performance analysis rely on extensive data…

软件工程 · 计算机科学 2022-05-09 Gunnar Kudrjavets , Jeff Thomas , Aditya Kumar , Nachiappan Nagappan , Ayushi Rastogi

Memory persistency models provide a foundation for persistent programming by specifying which (and when) writes to non-volatile memory (NVM) become persistent. Memory persistency models for the Intel-x86 and Arm architectures have been…

编程语言 · 计算机科学 2024-05-30 Vasileios Klimis , Alastair F. Donaldson , Viktor Vafeiadis , John Wickerson , Azalea Raad

Poor time predictability of multicore processors has been a long-standing challenge in the real-time systems community. In this paper, we make a case that a fundamental problem that prevents efficient and predictable real-time computing on…

硬件体系结构 · 计算机科学 2018-04-20 Farzad Farshchi , Prathap Kumar Valsan , Renato Mancuso , Heechul Yun

In this paper, we rethink how an OS supports virtual memory. Classical VM is an opaque abstraction of RAM, backed by demand paging. However, most systems today (from phones to data-centers) do not page, and indeed may require the…

Weak memory models are a consequence of the desire on part of architects to preserve all the uniprocessor optimizations while building a shared memory multiprocessor. The efforts to formalize weak memory models of ARM and POWER over the…

硬件体系结构 · 计算机科学 2018-09-20 Sizhuo Zhang , Muralidaran Vijayaraghavan , Andrew Wright , Mehdi Alipour , Arvind

Stateful tool-using LLM agents treat the context window as working memory, yet today's agent harnesses manage residency and durability as best-effort, causing recurring failures: lost state after compaction, bypassed flushes on reset, and…

人工智能 · 计算机科学 2026-04-14 Mofasshara Rafique , Laurent Bindschaedler

Quantum random access memory (QRAM) is required for numerous quantum algorithms and network architectures. Previous work has shown that the ubiquitous bucket-brigade QRAM is highly resilient to arbitrary local incoherent noise channels…

量子物理 · 物理学 2024-12-18 Rohan Mehta , Gideon Lee , Liang Jiang

Image classification in the open-world must handle out-of-distribution (OOD) images. Systems should ideally reject OOD images, or they will map atop of known classes and reduce reliability. Using open-set classifiers that can reject OOD…

计算机视觉与模式识别 · 计算机科学 2022-01-10 Mohsen Jafarzadeh , Touqeer Ahmad , Akshay Raj Dhamija , Chunchun Li , Steve Cruz , Terrance E. Boult

Applications making excessive use of single-object based data structures (such as linked lists, trees, etc...) can see a drop in efficiency over a period of time due to the randomization of nodes in memory. This slow down is due to the…

数据结构与算法 · 计算机科学 2021-10-22 Dhruv Matani , Gaurav Menghani

As memory scales down to smaller technology nodes, new failure mechanisms emerge that threaten its correct operation. If such failure mechanisms are not anticipated and corrected, they can not only degrade system reliability and…

分布式、并行与集群计算 · 计算机科学 2017-03-03 Onur Mutlu