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This paper presents the intrinsic limit determination algorithm (ILD Algorithm), a novel technique to determine the best possible performance, measured in terms of the AUC (area under the ROC curve) and accuracy, that can be obtained from a…

机器学习 · 计算机科学 2021-07-27 Umberto Michelucci , Michela Sperti , Dario Piga , Francesca Venturini , Marco A. Deriu

As mobile networks transition toward 5G and 6G RAN architectures, Passive Optical Networks (PONs) offer a critical solution for cost-effective fronthaul transport. However, the lack of standardized evaluation models in current literature…

网络与互联网体系结构 · 计算机科学 2026-01-22 Egemen Erbayat , Gustavo B. Figueiredo , Shih-Chun Lin , Motoharu Matsuura , Hiroshi Hasegawa , Suresh Subramaniam

Binary program analysis represents a fundamental pillar of modern system security. Fine-grained methodologies like dynamic taint analysis still suffer from deployment complexity and performance overhead despite significant progress.…

软件工程 · 计算机科学 2026-02-04 Zhangbo Long , Letian Sha , Jiaye Pan , Haiping Huang , Dongpeng Xu , Yifei Huang , Fu Xiao

Binary-level pointer analysis can be of use in symbolic execution, testing, verification, and decompilation of software binaries. In various such contexts, it is crucial that the result is trustworthy, i.e., it can be formally established…

软件工程 · 计算机科学 2025-01-30 Freek Verbeek , Ali Shokri , Daniel Engel , Binoy Ravindran

Machine learning components commonly appear in larger decision-making pipelines; however, the model training process typically focuses only on a loss that measures accuracy between predicted values and ground truth values. Decision-focused…

机器学习 · 计算机科学 2019-07-19 Aaron Ferber , Bryan Wilder , Bistra Dilkina , Milind Tambe

To address the increasing size and complexity of modern software systems, compositional verification separates the verification of single components from the verification of their composition. In architecture-based verification, the former…

软件工程 · 计算机科学 2019-07-11 Diego Marmsoler , Genc Blakqori

It is well known that reformulating the original problem can be crucial for the performance of mixed-integer programming (MIP) solvers. To ensure correctness, all transformations must preserve the fea sibility status and optimal value of…

最优化与控制 · 数学 2024-03-21 Alexander Hoen , Andy Oertel , Ambros Gleixner , Jakob Nordström

Recently, a growing number of researchers have applied machine learning to assist users of interactive theorem provers. However, the expressive nature of underlying logics and esoteric structures of proof documents impede machine learning…

计算机科学中的逻辑 · 计算机科学 2020-05-27 Yutaka Nagashima

The Core Imaging Library (CIL) is an open-source versatile Python framework for solving inverse problems with special emphasis on imaging applications such as computed tomography (CT), using a plug-in architecture for data and operators,…

This paper presents meta-logical investigations based on category theory using the proof assistant Isabelle/HOL. We demonstrate the potential of a free logic based shallow semantic embedding of category theory by providing a formalization…

计算机科学中的逻辑 · 计算机科学 2023-10-20 Jonas Bayer , Aleksey Gonus , Christoph Benzmüller , Dana S. Scott

Many foundational program verification tools have been developed to build machine-checked program correctness proofs, a majority of which are based on Hoare logic. Their program logics, their assertion languages, and their underlying…

编程语言 · 计算机科学 2023-10-27 Zhongye Wang , Qinxiang Cao , Yichen Tao

Invariant-Based Programming (IBP) is a diagram-based correct-by-construction programming methodology in which the program is structured around the invariants, which are additionally formulated before the actual code. Socos is a program…

计算机科学中的逻辑 · 计算机科学 2012-02-23 Ralph-Johan Back , Johannes Eriksson

Current quantum devices support interactions only between physically adjacent qubits, preventing quantum circuits from being directly executed on these devices. Therefore, SWAP gates are required to remap logical qubits to physical qubits,…

量子物理 · 物理学 2025-05-15 Kang Xu , Zeyang Li , Xinjian Liu , Dandan Li , Yukun Wang

This paper presents a Hoare-like veri cation framework for discrete probabilistic programs that we apply to two non-trivial sampling algorithms: Lumbroso's Fast Dice Roller and Saad et al.'s Fast Loaded Dice Roller. These algorithms have…

计算机科学中的逻辑 · 计算机科学 2026-03-03 Daniel Zilken , Kevin Batz , Joost-Pieter Katoen , Tobias Winkler

We present BIEBER (Byte-IdEntical Binary parsER), the first system to model and regenerate a full working parser from instrumented program executions. To achieve this, BIEBER exploits the regularity (e.g., header fields and array-like data…

编程语言 · 计算机科学 2021-04-21 Thurston H. Y. Dang , Jose P. Cambronero , Martin C. Rinard

The generalized quantum Arimoto--Blahut (QAB) algorithm is a powerful derivative-free iterative method in quantum information theory. A key obstacle to its broader use is that existing convergence guarantees typically rely on analytical…

量子物理 · 物理学 2026-01-15 Geng Liu , Masahito Hayashi

This set of theories presents a formalisation in Isabelle/HOL+Isar of data dependencies between components. The approach allows to analyse system structure oriented towards efficient checking of system: it aims at elaborating for a concrete…

软件工程 · 计算机科学 2014-05-14 Maria Spichkova

The paper is devoted to the issues of raw binary data documenting, parsing and verifying in astroparticle data lifecycle. The long-term preservation of raw data of astroparticle experiments as originally generated is essential for…

Recent works have tried to increase the verifiability of adversarially trained networks by running the attacks over domains larger than the original perturbations and adding various regularization terms to the objective. However, these…

机器学习 · 计算机科学 2023-06-01 Alessandro De Palma , Rudy Bunel , Krishnamurthy Dvijotham , M. Pawan Kumar , Robert Stanforth

Human-Oriented Binary Reverse Engineering (HOBRE) lies at the intersection of binary and source code, aiming to lift binary code to human-readable content relevant to source code, thereby bridging the binary-source semantic gap. Recent…

软件工程 · 计算机科学 2024-11-22 Zian Su , Xiangzhe Xu , Ziyang Huang , Kaiyuan Zhang , Xiangyu Zhang