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We axiomatize the molecular-biology reasoning style, show compliance of the standard reference: Ptashne, A Genetic Switch, and present proof-theory-induced technologies to help infer phenotypes and to predict life cycles from genotypes. The…

其他定量生物学 · 定量生物学 2019-03-19 René Vestergaard , Emmanuel Pietriga

Having a clear view of events that occurred over time is a difficult objective to achieve in digital investigations (DI). Event reconstruction, which allows investigators to understand the timeline of a crime, is one of the most important…

计算机与社会 · 计算机科学 2019-03-05 Yoan Chabot , Aurélie Bertaux , Christophe Nicollea , Tahar Kechadi

A two-type two-sex branching process is introduced with the aim of describing the interaction of predator and prey populations with sexual reproduction and promiscuous mating. In each generation and in each species the total number of…

种群与进化 · 定量生物学 2021-01-29 Cristina Gutierrez , Carmen Minuesa

Machine learning systems have been shown to propagate the societal errors of the past. In light of this, a wealth of research focuses on designing solutions that are "fair." Even with this abundance of work, there is no singular definition…

机器学习 · 计算机科学 2020-05-18 Ninareh Mehrabi , Yuzhong Huang , Fred Morstatter

We introduce a boosting algorithm to pre-process data for fairness. Starting from an initial fair but inaccurate distribution, our approach shifts towards better data fitting while still ensuring a minimal fairness guarantee. To do so, it…

机器学习 · 统计学 2023-08-16 Alexander Soen , Hisham Husain , Richard Nock

Methods for building fair predictors often involve tradeoffs between fairness and accuracy and between different fairness criteria, but the nature of these tradeoffs varies. Recent work seeks to characterize these tradeoffs in specific…

机器学习 · 统计学 2021-09-02 Alan Mishler , Edward Kennedy

Recently there has been sustained interest in modifying prediction algorithms to satisfy fairness constraints. These constraints are typically complex nonlinear functionals of the observed data distribution. Focusing on the path-specific…

机器学习 · 统计学 2022-04-15 Razieh Nabi , Daniel Malinsky , Ilya Shpitser

In order to monitor and prevent bias in AI systems we can use a wide range of (statistical) fairness measures. However, it is mathematically impossible to optimize for all of these measures at the same time. In addition, optimizing a…

人工智能 · 计算机科学 2023-07-18 Stefan Buijsman

The (extensional) theory of arrays is widely used to model systems. Hence, efficient decision procedures are needed to model check such systems. Current decision procedures for the theory of arrays saturate the read-over-write and…

计算机科学中的逻辑 · 计算机科学 2014-05-28 Jürgen Christ , Jochen Hoenicke

Counterexamples explain why a desired temporal logic property fails to hold. The generation of counterexamples is considered to be one of the primary advantages of model checking as a verification technique. Furthermore, when model checking…

软件工程 · 计算机科学 2016-07-11 G. W. Hamilton

We study the theory of safety and liveness in a reversible calculus where reductions are totally ordered and rollbacks lead the systems to past states. Similar to previous work on communicating transactions, liveness and safety respectively…

计算机科学中的逻辑 · 计算机科学 2016-08-01 Claudio Antares Mezzina , Vasileios Koutavas

We prove some new properties of fidelity (transition probability) and concurrence, the latter defined by straightforward extension of Wootters notation. Choose a conjugation and consider the dependence of fidelity or of concurrence on…

量子物理 · 物理学 2009-10-31 Armin Uhlmann

This paper aims at providing a rigorous definition of self- organization, one of the most desired properties for dynamic systems (e.g., peer-to-peer systems, sensor networks, cooperative robotics, or ad-hoc networks). We characterize…

分布式、并行与集群计算 · 计算机科学 2010-11-11 Emmanuelle Anceaume , Xavier Défago , Maria Potop-Butucaru , Matthieu Roy

There is increasing regulatory interest in whether machine learning algorithms deployed in consequential domains (e.g. in criminal justice) treat different demographic groups "fairly." However, there are several proposed notions of…

理论经济学 · 经济学 2020-02-19 Christopher Jung , Sampath Kannan , Changhwa Lee , Mallesh M. Pai , Aaron Roth , Rakesh Vohra

In mechanism design, the gold standard solution concepts are dominant strategy incentive compatibility and Bayesian incentive compatibility. These solution concepts relieve the (possibly unsophisticated) bidders from the need to engage in…

计算机科学与博弈论 · 计算机科学 2018-03-16 Gilles Barthe , Marco Gaboardi , Emilio Jesús Gallego Arias , Justin Hsu , Aaron Roth , Pierre-Yves Strub

Rigorous modelling of natural and industrial systems still conveys various challenges related to abstractions, methods to proceed with and easy-to-use tools to build, compose and reason on models. Operads are mathematical structures that…

计算机科学中的逻辑 · 计算机科学 2025-12-19 Christian Attiogbé

In complex processes, various events can happen in different sequences. The prediction of the next event given an a-priori process state is of importance in such processes. Recent methods have proposed deep learning techniques such as…

机器学习 · 计算机科学 2020-11-04 Julian Theis , Houshang Darabi

Neural network architectures have been extensively employed in the fair representation learning setting, where the objective is to learn a new representation for a given vector which is independent of sensitive information. Various…

机器学习 · 计算机科学 2022-01-19 Mattia Cerrato , Marius Köppel , Alexander Segner , Stefan Kramer

Model-driven design of software for safety-critical applications often relies on mathematically grounded techniques such as the B method. Such techniques consist in the successive applications of refinements to derive a concrete…

软件工程 · 计算机科学 2009-07-14 David Deharbe , Bruno E. G. Gomes , Anamaria M. Moreira

Recent research has shown that seemingly fair machine learning models, when used to inform decisions that have an impact on peoples' lives or well-being (e.g., applications involving education, employment, and lending), can inadvertently…

机器学习 · 计算机科学 2022-08-26 Aline Weber , Blossom Metevier , Yuriy Brun , Philip S. Thomas , Bruno Castro da Silva