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Anomaly and failure detection methods are crucial in identifying deviations from normal system operational conditions, which allows for actions to be taken in advance, usually preventing more serious damages. Long-lasting deviations…

机器学习 · 计算机科学 2026-03-20 Natalia Wojak-Strzelecka , Szymon Bobek , Grzegorz J. Nalepa , Jerzy Stefanowski

Survival analysis has become a standard approach for modelling time to default by time-varying covariates in credit risk. Unlike most existing methods that implicitly assume a stationary data-generating process, in practise, mortgage…

机器学习 · 统计学 2026-01-29 Jianwei Peng , Stefan Lessmann

This paper develops a structural credit risk model to characterize the difference between the economic and recorded default times for a firm. Recorded default occurs when default is recorded in the legal system. The economic default time is…

风险管理 · 定量金融 2015-03-17 Xin Guo , Robert A Jarrow , Adrien de Larrard

Field failures, that is, failures caused by faults that escape the testing phase leading to failures in the field, are unavoidable. Improving verification and validation activities before deployment can identify and timely remove many but…

软件工程 · 计算机科学 2017-09-01 Luca Gazzola , Leonardo Mariani , Fabrizio Pastore , Mauro Pezz`e

To quantify the changes in the credit rating of a bond is an important mathematical problem for the credit rating industry. To think of the credit rating as the state a Markov chain is an interesting proposal leading to challenges in…

计算金融 · 定量金融 2025-03-20 Henryk Gzyl , Silvia Mayoral

Cloud systems are dynamic environments which make it difficult to keep track of security risks that resources are exposed to. Traditionally, risk assessment is conducted for individual assets to evaluate existing threats; their results,…

密码学与安全 · 计算机科学 2022-06-16 Immanuel Kunz , Angelika Schneider , Christian Banse

In the aftermath of the global financial crisis, much attention has been paid to investigating the appropriateness of the current practice of default risk modeling in banking, finance and insurance industries. A recent empirical study by…

计算金融 · 定量金融 2013-06-28 Jia-Wen Gu , Bo Jiang , Wai-Ki Ching , Harry Zheng

The statistical machine learning community has demonstrated considerable resourcefulness over the years in developing highly expressive tools for estimation, prediction, and inference. The bedrock assumptions underlying these developments…

统计方法学 · 统计学 2022-02-10 Alnur Ali , Maxime Cauchois , John C. Duchi

Optimizing LLM-based workflows is typically formulated as a global search, where candidate workflows are evaluated based on a scalar metric. This paradigm, however, suffers from a critical flaw: information collapse. By reducing rich,…

人工智能 · 计算机科学 2025-10-14 Jusheng Zhang , Kaitong Cai , Qinglin Zeng , Ningyuan Liu , Stephen Fan , Ziliang Chen , Keze Wang

Modern software systems are often highly configurable to tailor varied requirements from diverse stakeholders. Understanding the mapping between configurations and the desired performance attributes plays a fundamental role in advancing the…

性能 · 计算机科学 2025-01-03 Mingyu Huang , Peili Mao , Ke Li

Logistic Regression and Support Vector Machine algorithms, together with Linear and Non-Linear Deep Neural Networks, are applied to lending data in order to replicate lender acceptance of loans and predict the likelihood of default of…

风险管理 · 定量金融 2019-07-04 Jeremy D. Turiel , Tomaso Aste

For a long time threat modeling was treated as a manual, complicated process. However modern agile development methodologies and cloud computing technologies require adding automatic threat modeling approaches. This work considers two…

密码学与安全 · 计算机科学 2023-03-21 Andrei Brazhuk

Cloud services are important for societal function such as healthcare, commerce, entertainment and education. Cloud can provide a variety of features such as increased collaboration and inexpensive computing. Failures are unavoidable in…

分布式、并行与集群计算 · 计算机科学 2023-01-18 Muhammad Ahsan , Sacheendra Talluri , Alexandru Iosup

Threat modeling plays a critical role in the identification and mitigation of security risks; however, manual approaches are often labor intensive and prone to error. This paper investigates the automation of software threat modeling…

密码学与安全 · 计算机科学 2025-10-31 Nicholas Pecka , Lotfi Ben Othmane , Renee Bryce

Solving topological grid puzzles requires reasoning over global spatial invariants such as connectivity, loop closure, and region symmetry and remains challenging for even the most powerful large language models (LLMs). To study these…

Reasoning about causes and effects naturally arises in the engineering of safety-critical systems. A classical example is Fault Tree Analysis, a deductive technique used for system safety assessment, whereby an undesired state is reduced to…

人工智能 · 计算机科学 2017-10-11 Marco Bozzano

Evaluating the quality of reasoning traces from large language models remains understudied, labor-intensive, and unreliable: current practice relies on expert rubrics, manual annotation, and slow pairwise judgments. Automated efforts are…

人工智能 · 计算机科学 2026-05-28 Xue Wen Tan , Nathaniel Tan , Galen Lee , Stanley Kok

Large language models (LLMs) exhibit failure modes on seemingly trivial tasks. We propose a formalisation of LLM interaction using a deterministic multi-tape Turing machine, where each tape represents a distinct component: input characters,…

计算与语言 · 计算机科学 2026-02-20 Magnus Boman

Predicting the exit (e.g. bankrupt, acquisition, etc.) of privately held companies is a current and relevant problem for investment firms. The difficulty of the problem stems from the lack of reliable, quantitative and publicly available…

机器学习 · 计算机科学 2019-10-31 Giuseppe Carlo Calafiore , Marisa Hillary Morales , Vittorio Tiozzo , Serge Marquie

Failure statistics of banks in the US show that their sizes are highly unequal (ranging from a few tens of thousands to over a billion dollars) and also, they come in `waves' of intermittent activities. This motivates a self-organized…

物理与社会 · 物理学 2024-01-11 Soumyajyoti Biswas , Bikas K. Chakrabarti