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To foster trust in machine learning models, explanations must be faithful and stable for consistent insights. Existing relevant works rely on the $\ell_p$ distance for stability assessment, which diverges from human perception. Besides,…

机器学习 · 计算机科学 2024-12-30 Chao Chen , Chenghua Guo , Rufeng Chen , Guixiang Ma , Ming Zeng , Xiangwen Liao , Xi Zhang , Sihong Xie

Byte-addressable non-volatile main memory (NVM) demands transactional mechanisms to access and manipulate data on NVM atomically. Those transaction mechanisms often employ a logging mechanism (undo logging or redo logging). However, the…

分布式、并行与集群计算 · 计算机科学 2019-04-19 Kai Wu , Jie Ren , Dong Li

Making AI safe and dependable requires the generation of dependable models and dependable execution of those models. We propose redundant execution as a well-known technique that can be used to ensure reliable execution of the AI model.…

人工智能 · 计算机科学 2024-05-10 Hans Dermot Doran , Suzana Veljanovska

Persistent key value stores are an important component of many distributed data serving solutions with innovations targeted at taking advantage of growing flash speeds. Unfortunately their performance is hampered by the need to maintain and…

分布式、并行与集群计算 · 计算机科学 2017-11-21 Amitabha Roy , Subramanya R. Dulloor

Coordination services are a fundamental building block of modern cloud systems, providing critical functionalities like configuration management and distributed locking. The major challenge is to achieve low latency and high throughput…

分布式、并行与集群计算 · 计算机科学 2018-02-23 Xin Jin , Xiaozhou Li , Haoyu Zhang , Nate Foster , Jeongkeun Lee , Robert Soule , Changhoon Kim , Ion Stoica

We introduce a notion of \emph{efficient stability} for finite presentations of groups. Informally, a finite presentation using generators $S$ and relations $R$ is \emph{stable} if any map from $S$ to unitaries that approximately satisfies…

量子物理 · 物理学 2023-11-09 Michael Chapman , Thomas Vidick , Henry Yuen

The reference point for developing any artefact is its specification; to develop software formally, a formal specification is required. For sequential programs, pre and post conditions (together with abstract objects) suffice; rely and…

软件工程 · 计算机科学 2023-12-04 Cliff B. Jones , Alan Burns

The dynamic scheduling of ultra-reliable and low-latency traffic (URLLC) in the uplink can significantly enhance the efficiency of coexisting services, such as enhanced mobile broadband (eMBB) devices, by only allocating resources when…

信号处理 · 电气工程与系统科学 2024-05-02 Kfir M. Cohen , Sangwoo Park , Osvaldo Simeone , Petar Popovski , Shlomo Shamai

Robustness is a correctness notion for concurrent programs running under relaxed consistency models. The task is to check that the relaxed behavior coincides (up to traces) with sequential consistency (SC). Although computationally simple…

分布式、并行与集群计算 · 计算机科学 2017-03-16 Egor Derevenetc , Roland Meyer , Sebastian Schweizer

Stablecoins have emerged as a rapidly growing digital payment instrument, raising the question of whether blockchain-based settlement can function as a substitute for incumbent card networks in retail payments. This Systematization of…

综合金融 · 定量金融 2026-01-05 Yuquan Li , Yuexin Xiang , Qin Wang , Tsz Hon Yuen , Andreas Deppeler , Jiangshan Yu

Cloud storage systems have been introduced to provide a scalable, secure, reliable, and highly available data storage environment for the organizations and end-users. Therefore, the service provider should grow in a geographical extent.…

分布式、并行与集群计算 · 计算机科学 2020-09-08 Hesam Nejati Sharif Aldin , Mostafa Razavi Ghods , Hossein Deldari

Concurrent accesses to databases are typically encapsulated in transactions in order to enable isolation from other concurrent computations and resilience to failures. Modern databases provide transactions with various semantics…

编程语言 · 计算机科学 2021-01-25 Sidi Mohamed Beillahi , Ahmed Bouajjani , Constantin Enea

Robust stability problem of integral delay systems with uncertain kernel matrix functions is addressed in this paper. On the basis of characteristic equation and the argument principle, an algorithm is generated which is shown to outperform…

系统与控制 · 电气工程与系统科学 2020-08-25 Hamed Taghavian

Conformal prediction for graph neural networks (GNNs) offers a promising framework for quantifying uncertainty, enhancing GNN reliability in high-stakes applications. However, existing methods predominantly focus on static graphs,…

机器学习 · 计算机科学 2025-07-04 Tuo Wang , Jian Kang , Yujun Yan , Adithya Kulkarni , Dawei Zhou

Existing global convergence guarantees of (stochastic) gradient descent do not apply to practical deep networks in the practical regime of deep learning beyond the neural tangent kernel (NTK) regime. This paper proposes an algorithm, which…

机器学习 · 计算机科学 2021-04-19 Kenji Kawaguchi , Qingyun Sun

Memory management in lock-free data structures remains a major challenge in concurrent programming. Design techniques including read-copy-update (RCU) and hazard pointers provide workable solutions, and are widely used to great effect.…

编程语言 · 计算机科学 2019-02-20 Ismail Kuru , Colin S. Gordon

Network Function Virtualization (NFV) enables the "softwarization" of network functions, which are implemented on virtual machines hosted on Commercial off-the-shelf (COTS) servers. Both the composition of the virtual network functions…

信息论 · 计算机科学 2017-04-25 Jinkyu Kang , Osvaldo Simeone , Joonhyuk Kang

Programming Knowledge Tracing (PKT) has recently advanced through hybrid approaches that integrate attention-based feature modeling for code representation with RNN-based sequential prediction. While these models report strong empirical…

机器学习 · 计算机科学 2026-05-07 Jaewook Kim , Hyeoncheol Kim

Non-volatile memory (NVM) technologies such as PCM, ReRAM and STT-RAM allow processors to directly write values to persistent storage at speeds that are significantly faster than previous durable media such as hard drives or SSDs. Many…

分布式、并行与集群计算 · 计算机科学 2017-09-11 Nachshon Cohen , Michal Friedman , James R. Larus

In this paper, we demonstrate that in many NP-complete variants of the stable matching problem, such as the Stable Hypergraph Matching problem, the Stable Multicommodity Flow problem, and the College Admission problem with common quotas, a…

计算机科学与博弈论 · 计算机科学 2025-02-11 Gergely Csáji