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We study the problem of learning fair prediction models for unseen test sets distributed differently from the train set. Stability against changes in data distribution is an important mandate for responsible deployment of models. The domain…

机器学习 · 计算机科学 2021-01-26 Harvineet Singh , Rina Singh , Vishwali Mhasawade , Rumi Chunara

Constrained learning is prevalent in many statistical tasks. Recent work proposes distance-to-set penalties to derive estimators under general constraints that can be specified as sets, but focuses on obtaining point estimates that do not…

统计方法学 · 统计学 2022-10-25 Rick Presman , Jason Xu

In this work we provide a computationally tractable procedure for designing affine control policies, applied to constrained, discrete-time, partially observable, linear systems subject to set bounded disturbances, stochastic noise and…

最优化与控制 · 数学 2018-11-27 Georgios Kotsalis , Guanghui Lan

Constraint automata are an adaptation of B\"uchi-automata that process data words where the data comes from some relational structure S. Every transition of such an automaton comes with constraints in terms of the relations of S. A…

计算机科学中的逻辑 · 计算机科学 2015-04-24 Alexander Kartzow , Thomas Weidner

We study a Weiner process that is conditioned to pass through a finite set of points and consider the dynamics generated by iterating a sample path from this process. Using topological techniques we are able to characterize the global…

动力系统 · 数学 2022-09-26 Konstantin Mischaikow , Cameron Thieme

Timed automata are a common formalism for the verification of concurrent systems subject to timing constraints. They extend finite-state automata with clocks, that constrain the system behavior in locations, and to take transitions. While…

密码学与安全 · 计算机科学 2022-06-08 Johan Arcile , Étienne André

We consider the model checking problem for Process Rewrite Systems (PRSs), an infinite-state formalism (non Turing-powerful) which subsumes many common models such as Pushdown Processes and Petri Nets. PRSs can be adopted as formal models…

其他计算机科学 · 计算机科学 2007-05-23 Laura Bozzelli

A class of languages C is perfect if it is closed under Boolean operations and the emptiness problem is decidable. Perfect language classes are the basis for the automata-theoretic approach to model checking: a system is correct if the…

形式语言与自动机理论 · 计算机科学 2012-08-28 Javier Esparza , Pierre Ganty , Rupak Majumdar

We study a class of Markov chains that describe reversible stochastic dynamics of a large class of disordered mean field models at low temperatures. Our main purpose is to give a precise relation between the metastable time scales in the…

无序系统与神经网络 · 物理学 2016-08-31 A. Bovier , M. Eckhoff , V. Gayrard , M. Klein

A workflow specification defines sets of steps and users. An authorization policy determines for each user a subset of steps the user is allowed to perform. Other security requirements, such as separation-of-duty, impose constraints on…

密码学与安全 · 计算机科学 2015-09-15 Jason Crampton , Andrei Gagarin , Gregory Gutin , Mark Jones , Magnus Wahlstrom

Among the possibly most intriguing aspects of quantum entanglement is that it comes in "free" and "bound" instances. Bound entangled states require entangled states in preparation but, once realized, no free entanglement and therefore no…

量子物理 · 物理学 2012-02-22 J. DiGuglielmo , A. Samblowski , B. Hage , C. Pineda , J. Eisert , R. Schnabel

Stochastic contraction analysis is a recently developed tool for studying the global stability properties of nonlinear stochastic systems, based on a differential analysis of convergence in an appropriate metric. To date, stochastic…

最优化与控制 · 数学 2013-04-02 Quang-Cuong Pham , Jean-Jacques Slotine

We develop a general framework for reasoning about distances between transition systems with quantitative information. Taking as starting point an arbitrary distance on system traces, we show how this leads to natural definitions of a…

计算机科学中的逻辑 · 计算机科学 2011-07-07 Uli Fahrenberg , Claus Thrane , Kim G. Larsen

This paper conducts sensitivity analysis of random constraint and variational systems related to stochastic optimization and variational inequalities. We establish efficient conditions for well-posedness, in the sense of robust Lipschitzian…

最优化与控制 · 数学 2021-12-13 Boris S. Mordukhovich , Pedro Pérez-Aros

The notion of delay between finite transducers is a core element of numerous fundamental results of transducer theory. The goal of this work is to provide a similar notion for more complex abstract machines: we introduce a new notion of…

形式语言与自动机理论 · 计算机科学 2024-04-30 Emmanuel Filiot , Ismaël Jecker , Christof Löding , Sarah Winter

We present a Bounded Model Checking technique for higher-order programs. The vehicle of our study is a higher-order calculus with general references. Our technique is a symbolic state syntactical translation based on SMT solvers, adapted to…

编程语言 · 计算机科学 2018-04-06 Yu-Yang Lin , Nikos Tzevelekos

Modelling complex information systems often entails the need for dealing with scenarios of inconsistency in which several requirements either reinforce or contradict each other. In this kind of scenarios, arising e.g. in knowledge…

计算机科学中的逻辑 · 计算机科学 2022-04-15 Ana Cruz , Alexandre Madeira , Luís Soares Barbosa

Deep learning models have been the subject of study from various perspectives, for example, their training process, interpretation, generalization error, robustness to adversarial attacks, etc. A trained model is defined by its decision…

机器学习 · 计算机科学 2019-08-09 Roozbeh Yousefzadeh , Dianne P O'Leary

In this article, we study parameterized complexity theory from the perspective of logic, or more specifically, descriptive complexity theory. We propose to consider parameterized model-checking problems for various fragments of first-order…

计算复杂性 · 计算机科学 2007-05-23 Joerg Flum , Martin Grohe

The increasing use of deep learning across various domains highlights the importance of understanding the decision-making processes of these black-box models. Recent research focusing on the decision boundaries of deep classifiers, relies…

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