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Azure Core workload insights have time-series data with different metric units. Faults or Anomalies are observed in these time-series data owing to faults observed with respect to metric name, resources region, dimensions, and its dimension…

机器学习 · 计算机科学 2024-07-26 Pranay Lohia , Laurent Boue , Sharath Rangappa , Vijay Agneeswaran

We describe the utility of point processes and failure rates and the most common point process for modeling failure rates, the Poisson point process. Next, we describe the uniformly most powerful test for comparing the rates of two Poisson…

应用统计 · 统计学 2020-01-14 Rohit Pandey , Yingnong Dang , Gil Lapid Shafriri , Murali Chintalapati , Aerin Kim

We present a simulation-based evaluation of the Inference Headroom Ratio (IHR), a dimensionless diagnostic quantity for characterizing inference stability in constrained decision systems. IHR formalizes the relationship between a system's…

人工智能 · 计算机科学 2026-04-23 Robert Reinertsen

To ensure the reliability of cloud systems, their performance is monitored using KPIs (key performance indicators). When issues arise, root cause localization identifies KPIs responsible for service degradation, aiding in quick diagnosis…

An important characteristic of cyber-physical systems is their capability to respond, in-time, to events from their physical environment. However, to the best of our knowledge there exists no benchmark for assessing and comparing the…

操作系统 · 计算机科学 2020-09-02 Oliver Horst , Johannes Wiesböck , Raphael Wild , Uwe Baumgarten

Fault tolerance is a key factor of industrial computing systems design. But in practical terms, these systems, like every commercial product, are under great financial constraints and they have to remain in operational state as long as…

系统与控制 · 计算机科学 2015-03-31 Andrey A. Shchurov

In this work, we introduce two complementary metrics for quantifying and scoring privilege risk in Microsoft Azure. In the Control Plane, we define the WAR distance, a superincreasing distance over Write, Action, and Read control…

密码学与安全 · 计算机科学 2025-06-26 Christophe Parisel

In this paper, we define a new measure of the redundancy of information from a fault tolerance perspective. The partial information decomposition (PID) emerged last decade as a framework for decomposing the multi-source mutual information…

信息论 · 计算机科学 2024-04-03 Jesse Milzman

We introduce KPI-Check, a novel system that automatically identifies and cross-checks semantically equivalent key performance indicators (KPIs), e.g. "revenue" or "total costs", in real-world German financial reports. It combines a…

计算与语言 · 计算机科学 2022-11-14 Lars Hillebrand , Tobias Deußer , Tim Dilmaghani , Bernd Kliem , Rüdiger Loitz , Christian Bauckhage , Rafet Sifa

Achieving connectivity reliability is one of the significant challenges for 5G and beyond 5G cellular networks. The present understanding of reliability in the context of mobile communication does not adequately cover the stochastic…

网络与互联网体系结构 · 计算机科学 2024-09-04 Subhyal Bin Iqbal , Behnam Khodapanah , Philipp Schulz , Gerhard P. Fettweis

Intelligent reflecting surface (IRS) is envisioned as a promising hardware solution to hardware cost and energy consumption in the fifth-generation (5G) mobile communication network. It exhibits great advantages in enhancing data…

信息论 · 计算机科学 2024-10-30 Zhe Xing , Rui Wang , Jun Wu , Erwu Liu

We argue that conclusions drawn about relative system safety or attack method efficacy via AI red teaming are often not supported by evidence provided by attack success rate (ASR) comparisons. We show, through conceptual, theoretical, and…

机器学习 · 计算机科学 2026-01-27 Alexandra Chouldechova , A. Feder Cooper , Solon Barocas , Abhinav Palia , Dan Vann , Hanna Wallach

Hybrid Automatic Repeat Request (HARQ) is a high performance communication protocol, leading to effective use of the wireless channel and the resources with only limited feedback about the channel state information (CSI) to the transmitter.…

信息论 · 计算机科学 2013-12-04 Yi Li , M. Cenk Gursoy , Senem Velipasalar

Experimentation platforms in industry must often deal with customer trust issues. Platforms must prove the validity of their claims as well as catch issues that arise. As a central quantity estimated by experimentation platforms, the…

统计方法学 · 统计学 2025-11-21 Kedar Karhadkar , Jack Klys , Daniel Ting , Artem Vorozhtsov , Houssam Nassif

Many tasks are subject to failure before completion. Two of the most common failure recovery strategies are restart and checkpointing. Under restart, once a failure occurs, it is restarted from the beginning. Under checkpointing, the task…

概率论 · 数学 2018-05-15 Antonio Sodre

Key Performance Indicators (KPIs) are essential time-series metrics for ensuring the reliability and stability of many software systems. They faithfully record runtime states to facilitate the understanding of anomalous system behaviors and…

软件工程 · 计算机科学 2024-01-15 Jinyang Liu , Wenwei Gu , Zhuangbin Chen , Yichen Li , Yuxin Su , Michael R. Lyu

This paper investigates the secret key authentication capacity region. Specifically, the focus is on a model where a source must transmit information over an adversary controlled channel where the adversary, prior to the source's…

信息论 · 计算机科学 2020-01-07 Jake Perazzone , Eric Graves , Paul Yu , Rick Blum

Performance metrics measuring in Financial Integrity systems are crucial for maintaining an efficient and cost effective operation. An important performance metric is False Positive Rate. This metric cannot be directly monitored since we…

机器学习 · 计算机科学 2022-08-30 Moshe Tocker

The paper discusses the challenge of evaluating the prognosis quality of machine health index (HI) data. Many existing solutions in machine health forecasting involve visually assessing the quality of predictions to roughly gauge the…

信号处理 · 电气工程与系统科学 2025-02-14 Daniel Kuzio , Radosław Zimroz , Agnieszka Wyłomańska

Practitioners have reported a directional pattern in AI-assisted code generation: AI-generated code tends to fail quietly, preserving the appearance of functionality while degrading or concealing guarantees. This paper introduces the…

软件工程 · 计算机科学 2026-04-21 William M. Parris
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