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In abstract interpretation-based static analysis, approximation is encoded by abstract domains. They provide systematic guidelines for designing abstract semantic functions that approximate some concrete system behaviors under analysis. It…

编程语言 · 计算机科学 2013-04-22 Roberto Giacobazzi , Francesco Ranzato

Scalable and automatic formal verification for concurrent systems is always demanding. In this paper, we propose a verification framework to support automated compositional reasoning for concurrent programs with shared variables. Our…

形式语言与自动机理论 · 计算机科学 2018-03-28 Fuyuan Zhang , Yongwang Zhao , David Sanan , Yang Liu , Alwen Tiu , Shang-Wei Lin , Jun Sun

The prediction of system responses for a given fatigue test bench drive signal is a challenging task, for which linear frequency response function models are commonly used. To account for non-linear phenomena, a novel hybrid model is…

信号处理 · 电气工程与系统科学 2024-09-16 Leonhard Heindel , Peter Hantschke , Markus Kästner

This paper presents a novel approach to including non-instantaneous discrete control transitions in the linear hybrid automaton approach to simulation and verification of hybrid control systems. In this paper we study the control of a…

系统与控制 · 计算机科学 2015-01-26 Avinash Malik , Partha Roop

Retrieval-augmented generation (RAG) is a framework enabling large language models (LLMs) to enhance their accuracy and reduce hallucinations by integrating external knowledge bases. In this paper, we introduce a hybrid RAG system enhanced…

计算与语言 · 计算机科学 2024-09-04 Ye Yuan , Chengwu Liu , Jingyang Yuan , Gongbo Sun , Siqi Li , Ming Zhang

Cellular automata (CA) are dynamical systems on symbolic configurations on the lattice. They are also used as models of massively parallel computers. As dynamical systems, one would like to understand the effect of small random…

概率论 · 数学 2019-04-16 Irène Marcovici , Mathieu Sablik , Siamak Taati

Hybrid systems are characterized by the hybrid evolution of their state: A part of the state changes discretely, the other part changes continuously over time. Typically, modern control applications belong to this class of systems, where a…

软件工程 · 计算机科学 2011-11-09 Bernhard K. Aichernig , Reinhold Kainhofer

As we aim to control complex systems, use of a simulator in model-based reinforcement learning is becoming more common. However, it has been challenging to overcome the Reality Gap, which comes from nonlinear model bias and susceptibility…

机器人学 · 计算机科学 2017-05-16 Gilwoo Lee , Siddhartha S. Srinivasa , Matthew T. Mason

The problem of reconstructing nonlinear and complex dynamical systems from measured data or time series is central to many scientific disciplines including physical, biological, computer, and social sciences, as well as engineering and…

数据分析、统计与概率 · 物理学 2017-05-01 Wenxu Wang , Ying-Cheng Lai , Celso Grebogi

Implementation is a common problem with feedback laws with distributed delays. This paper focuses on a specific aspect of the implementation problem for predictor-based feedback laws: the problem of the approximation of the predictor…

最优化与控制 · 数学 2012-11-07 Iasson Karafyllis , Miroslav Krstic

Domain-specific accelerators are used in various computing systems ranging from edge devices to data centers. Coarse-grained reconfigurable arrays (CGRAs) represent an architectural midpoint between the flexibility of an FPGA and the…

硬件体系结构 · 计算机科学 2023-01-04 Taeyoung Kong , Kalhan Koul , Priyanka Raina , Mark Horowitz , Christopher Torng

We give a rigorous framework for the interaction of physical computing devices with abstract computation. Device and program are mediated by the non-logical 'representation relation'; we give the conditions under which representation and…

计算机科学中的逻辑 · 计算机科学 2015-10-29 Dominic C. Horsman

Monotonic abstraction is a technique introduced in model checking parameterized distributed systems in order to cope with transitions containing global conditions within guards. The technique has been re-interpreted in a declarative setting…

计算机科学中的逻辑 · 计算机科学 2014-11-17 Francesco Alberti , Silvio Ghilardi , Natasha Sharygina

This paper proposes a hybrid methodology to improve the approximation of SABR (Stochastic Alpha Beta Rho) implied volatility by combining analytical structure with machine learning. The approach augments the neural-network input…

计算金融 · 定量金融 2026-05-08 Adil Reghai , Lama Tarsissi , Gérard Biau , Alex Lipton

We consider the problem of type-directed component based synthesis where, given a set of (typed) components and a query type, the goal is to synthesize a term that inhabits the query. Classical approaches based on proof search in…

编程语言 · 计算机科学 2022-04-01 Zheng Guo , Michael James , David Justo , Jiaxiao Zhou , Ziteng Wang , Ranjit Jhala , Nadia Polikarpova

Weighted summation has remained the default input aggregation mechanism in artificial neurons since the earliest neural network models. While computationally efficient, this design implicitly behaves like a mean-based estimator and is…

机器学习 · 计算机科学 2026-03-23 Berke Deniz Bozyigit

We describe a convergence acceleration technique for unconstrained optimization problems. Our scheme computes estimates of the optimum from a nonlinear average of the iterates produced by any optimization method. The weights in this average…

最优化与控制 · 数学 2019-04-16 Damien Scieur , Alexandre d'Aspremont , Francis Bach

Several concepts on the measure of observability, reachability, and robustness are defined and illustrated for both linear and nonlinear control systems. Defined by using computational dynamic optimization, these concepts are applicable to…

最优化与控制 · 数学 2009-07-17 Wei Kang , Liang Xu

This paper addresses the following verification task: Given a graph transformation system and a class of initial graphs, can we guarantee (non-)reachability of a given other class of graphs that characterizes bad or erroneous states? Both…

计算机科学中的逻辑 · 计算机科学 2025-04-14 Barbara König , Arend Rensink , Lara Stoltenow , Fabian Urrigshardt

This note is a survey of examples and results about cellular automata with the purpose of recalling that there is no 'universal' way of being computationally universal. In particular, we show how some cellular automata can embed efficient…

计算复杂性 · 计算机科学 2021-12-03 Guillaume Theyssier