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Finding the largest cardinality feasible subset of an infeasible set of linear constraints is the Maximum Feasible Subsystem problem (MAX FS). Solving this problem is crucial in a wide range of applications such as machine learning and…

最优化与控制 · 数学 2021-02-12 Fereshteh Fakhar Firouzeh , John W. Chinneck , Sreeraman Rajan

Trying to solve hard optimisation problems with quantum techniques requires transformations of domain objectives and constraints into formats compatible with a chosen quantum algorithm. This often introduces inefficiencies and overheads…

量子物理 · 物理学 2026-05-19 Simon Thelen , Wolfgang Mauerer

This paper presents an exploration, implementations, and revisions of probabilistic sets and maps, specifically focusing on Bloomier filters and related data structures. The paper introduces the Fuse XORier Lookup Table (FXLT), an enhanced…

数据结构与算法 · 计算机科学 2023-12-22 Eric Breyer , Alan Liu

Fuzzing is utilized for testing software and systems for cybersecurity risk via the automated adaptation of inputs. It facilitates the identification of software bugs and misconfigurations that may create vulnerabilities, cause abnormal…

密码学与安全 · 计算机科学 2023-06-08 Jack Hance , Jeremy Straub

Quantum error correction is an essential ingredient for reliable quantum computation for theoretically provable quantum speedup. Topological color codes, one of the quantum error correction codes, have an advantage against the surface codes…

量子物理 · 物理学 2024-02-02 Yugo Takada , Yusaku Takeuchi , Keisuke Fujii

This paper presents an approach for verifying the behaviour of nonlinear Artificial Neural Networks (ANNs) found in cyber-physical safety-critical systems. We implement a dedicated interval constraint propagator for the sigmoid function…

人工智能 · 计算机科学 2022-07-15 Dominik Grundt , Sorin Liviu Jurj , Willem Hagemann , Paul Kröger , Martin Fränzle

The Pseudo-Boolean Optimization (PBO) and Maximum Satisfiability (MaxSAT) problems are natural optimization extensions of Boolean Satisfiability (SAT). In the recent past, different algorithms have been proposed for PBO and for MaxSAT,…

人工智能 · 计算机科学 2009-03-06 Vasco Manquinho , Joao Marques-Silva , Jordi Planes

Attaining a quantum speedup in solving practically useful optimization problems has been one of the holy grails in the field of quantum computing. While prior approaches have demonstrated speedups for certain structured problem classes,…

量子物理 · 物理学 2026-05-04 Jan Ljubas , Tim Byrnes

Gaussian mixtures are a powerful and widely used tool to model non-Gaussian estimation problems. They are able to describe measurement errors that follow arbitrary distributions and can represent ambiguity in assignment tasks like point set…

机器人学 · 计算机科学 2021-04-02 Tim Pfeifer , Sven Lange , Peter Protzel

This paper proposes a new algorithm for solving MAX2SAT problems based on combining search methods with semidefinite programming approaches. Semidefinite programming techniques are well-known as a theoretical tool for approximating maximum…

最优化与控制 · 数学 2018-12-18 Po-Wei Wang , J. Zico Kolter

In this work, we introduce a new iterative quantum algorithm, called Iterative Symphonic Tunneling for Satisfiability problems (IST-SAT), which solves quantum spin glass optimization problems using high-frequency oscillating transverse…

A common way of solving satisfiability instances with quantum methods is to transform these instances into instances of QUBO, which in itself is a potentially difficult and expensive task. State-of-the-art transformations from MAX-3SAT to…

Graphs of Convex Sets (GCS) is a recent method for synthesizing smooth trajectories by decomposing the planning space into convex sets, forming a graph to encode the adjacency relationships within the decomposition, and then simultaneously…

机器人学 · 计算机科学 2024-10-14 Ramkumar Natarajan , Chaoqi Liu , Howie Choset , Maxim Likhachev

Constrained Horn Clauses (CHCs) are widely adopted as intermediate representations for a variety of verification tasks, including safety checking, invariant synthesis, and interprocedural analysis. This paper introduces CHCVERIF, a…

软件工程 · 计算机科学 2025-10-31 Mihály Dobos-Kovács , Levente Bajczi , András Vörös

Formal methods use SMT solvers extensively for deciding formula satisfiability, for instance, in software verification, systematic test generation, and program synthesis. However, due to their complex implementations, solvers may contain…

软件工程 · 计算机科学 2020-04-14 Muhammad Numair Mansur , Maria Christakis , Valentin Wüstholz , Fuyuan Zhang

We introduce GrammaMT, a grammatically-aware prompting approach for machine translation that uses Interlinear Glossed Text (IGT), a common form of linguistic description providing morphological and lexical annotations for source sentences.…

计算与语言 · 计算机科学 2025-06-03 Rita Ramos , Everlyn Asiko Chimoto , Maartje ter Hoeve , Natalie Schluter

Vector similarity search is becoming increasingly important for data science pipelines, particularly in Retrieval-Augmented Generation (RAG), where it enhances large language model inference by enabling efficient retrieval of relevant…

数据库 · 计算机科学 2026-03-31 Hyunjoon Kim , Chaerim Lim , Hyeonjun An , Rathijit Sen , Kwanghyun Park

Machine learning models are notoriously difficult to interpret and debug. This is particularly true of neural networks. In this work, we introduce automated software testing techniques for neural networks that are well-suited to discovering…

机器学习 · 统计学 2018-07-31 Augustus Odena , Ian Goodfellow

The Implicit Hitting Set (HS) approach has shown to be very effective for MaxSAT, Pseudo-boolean optimization and other boolean frameworks. Very recently, it has also shown its potential in the very similar Weighted CSP framework by means…

人工智能 · 计算机科学 2025-01-15 Emma Rollón , Javier Larrosa , Aleksandra Petrova

We analyze to what extent the random SAT and Max-SAT problems differ in their properties. Our findings suggest that for random $k$-CNF with ratio in a certain range, Max-SAT can be solved by any SAT algorithm with subexponential slowdown,…

人工智能 · 计算机科学 2018-11-05 Sixue Liu , Gerard de Melo