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In recent advancements in Test Time Adaptation (TTA), most existing methodologies focus on updating normalization layers to adapt to the test domain. However, the reliance on normalization-based adaptation presents key challenges. First,…

机器学习 · 计算机科学 2026-03-24 Hyeongyu Kim , Geonhui Han , Dosik Hwang

Training accurate classifiers requires many labels, but each label provides only limited information (one bit for binary classification). In this work, we propose BabbleLabble, a framework for training classifiers in which an annotator…

计算与语言 · 计算机科学 2018-08-28 Braden Hancock , Paroma Varma , Stephanie Wang , Martin Bringmann , Percy Liang , Christopher Ré

Boolean optimization finds a wide range of application domains, that motivated a number of different organizations of Boolean optimizers since the mid 90s. Some of the most successful approaches are based on iterative calls to an NP oracle,…

人工智能 · 计算机科学 2011-09-14 Antonio Morgado , Joao Marques-Silva

This paper presents a new compressed representation of Boolean functions, called CFLOBDDs (for Context-Free-Language Ordered Binary Decision Diagrams). They are essentially a plug-compatible alternative to BDDs (Binary Decision Diagrams),…

符号计算 · 计算机科学 2024-08-30 Meghana Sistla , Swarat Chaudhuri , Thomas Reps

An algorithm for computing the nonlinearity of a Boolean function from its algebraic normal form (ANF) is proposed. By generalizing the expression of the weight of a Boolean function in terms of its ANF coefficients, a formulation of the…

信息论 · 计算机科学 2013-05-07 Çağdaş Çalık

We propose reductions to quantified Boolean formulas (QBF) as a new approach to showing fixed-parameter linear algorithms for problems parameterized by treewidth. We demonstrate the feasibility of this approach by giving new algorithms for…

人工智能 · 计算机科学 2018-05-23 Michael Lampis , Stefan Mengel , Valia Mitsou

This paper develops a parallel computational solver for computing all satifying assignments of a Boolean system of equations defined by Boolean functions of several variables. While there are we known solvers for satisfiability of Boolean…

数据结构与算法 · 计算机科学 2017-02-07 Virendra Sule

We present POLAR, a polynomial arithmetic-based framework for efficient bounded-time reachability analysis of neural-network controlled systems (NNCSs). Existing approaches that leverage the standard Taylor Model (TM) arithmetic for…

系统与控制 · 电气工程与系统科学 2022-12-27 Chao Huang , Jiameng Fan , Zhilu Wang , Yixuan Wang , Weichao Zhou , Jiajun Li , Xin Chen , Wenchao Li , Qi Zhu

Effectively using Natural Language Processing (NLP) tools in under-resourced languages requires a thorough understanding of the language itself, familiarity with the latest models and training methodologies, and technical expertise to…

计算与语言 · 计算机科学 2024-04-04 Zaid Sheikh , Antonios Anastasopoulos , Shruti Rijhwani , Lindia Tjuatja , Robbie Jimerson , Graham Neubig

The degree of a CSP instance is the maximum number of times that any variable appears in the scopes of constraints. We consider the approximate counting problem for Boolean CSP with bounded-degree instances, for constraint languages…

计算复杂性 · 计算机科学 2011-09-19 Martin Dyer , Leslie Ann Goldberg , Markus Jalsenius , David Richerby

We present PBLean, a method for importing VeriPB pseudo-Boolean (PB) proof certificates into Lean 4. Key to our approach is reflection: a Boolean checker function whose soundness is fully proved in Lean and executed as compiled native code.…

计算机科学中的逻辑 · 计算机科学 2026-04-03 Stefan Szeider

We present MultiObjectiveAlgorithms.jl, an open-source Julia library for solving multi-objective optimization problems written in JuMP. MultiObjectiveAlgorithms.jl implements a number of different solution algorithms, which all rely on an…

最优化与控制 · 数学 2026-05-26 Oscar Dowson , Xavier Gandibleux , Gökhan Kof

This paper presents a new compact canonical-based algorithm to solve the problem of single-output completely specified NPN Boolean matching. We propose a new signature vector Boolean difference and cofactor (DC) signature vector. Our…

计算机科学中的逻辑 · 计算机科学 2017-11-10 Juling Zhang , Guowu Yang , William N. N. Hung , Jinzhao Wu

Discrete variables are common in many applications, such as probabilistic reasoning, planning and explainable AI. When symbolic reasoning techniques are brought in to bear on these applications, a standard technique for handling discrete…

人工智能 · 计算机科学 2026-05-12 Yaofang Zhang , Ken Zhou , Adnan Darwiche

Control Barrier Functions (CBF) have been recently utilized in the design of provably safe feedback control laws for nonlinear systems. These feedback control methods typically compute the next control input by solving an online Quadratic…

最优化与控制 · 数学 2020-01-23 Shakiba Yaghoubi , Georgios Fainekos , Sriram Sankaranarayanan

We present BubbleProfiler, a C++ software package for finding field profiles in bubble walls and calculating the bounce action during phase transitions involving multiple scalar fields. Our code uses a recently proposed perturbative method…

高能物理 - 唯象学 · 物理学 2019-09-04 Peter Athron , Csaba Balázs , Michael Bardsley , Andrew Fowlie , Dylan Harries , Graham White

In this paper we briefly discuss \Rings --- an efficient lightweight library for commutative algebra. Polynomial arithmetic, GCDs, polynomial factorization and Gr\"obner bases are implemented with the use of modern asymptotically fast…

符号计算 · 计算机科学 2018-09-25 Stanislav Poslavsky

Control barrier functions (CBFs) are a popular tool for safety certification of nonlinear dynamical control systems. Recently, CBFs represented as neural networks have shown great promise due to their expressiveness and applicability to a…

机器学习 · 计算机科学 2026-04-15 Nikolaus Vertovec , Frederik Baymler Mathiesen , Thom Badings , Luca Laurenti , Alessandro Abate

In this paper, we present TIV.lib, an open-source library for the content-based tonal description of musical audio signals. Its main novelty relies on the perceptually-inspired Tonal Interval Vector space based on the Discrete Fourier…

音频与语音处理 · 电气工程与系统科学 2020-08-31 António Ramires , Gilberto Bernardes , Matthew E. P. Davies , Xavier Serra

Continuous time Bayesian network classifiers are designed for temporal classification of multivariate streaming data when time duration of events matters and the class does not change over time. This paper introduces the CTBNCToolkit: an…

人工智能 · 计算机科学 2014-04-22 Daniele Codecasa , Fabio Stella