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Despite the growing body of work on explainable machine learning in time series classification (TSC), it remains unclear how to evaluate different explainability methods. Resorting to qualitative assessment and user studies to evaluate…

Machine Learning · Computer Science 2023-10-24 Jacqueline Höllig , Steffen Thoma , Florian Grimm

Equivalence class partitioning is a well-established test design technique mandated by safety standards such as ISO~26262 for systematic testing of safety software. In industrial practice, however, its application to legacy undocumented…

Software Engineering · Computer Science 2026-04-27 Marco De Luca , Domenico Francesco De Angelis , Domenico Amalfitano , Pasquale Cimmino , Anna Rita Fasolino

The internet is saturated with low-density, high-redundancy information, such as social media comments, repetitive news, and lengthy discussions, making it difficult to extract valuable insights efficiently. Multi-layer nested JSON…

Artificial Intelligence · Computer Science 2025-10-01 Zhicheng Zhou , Jing Li , Suming Qiu , Junjie Huang , Linyuan Qiu , Zhijie Sun

Binary Code Similarity Detection (BCSD) is significant for software security as it can address binary tasks such as malicious code snippets identification and binary patch analysis by comparing code patterns. Recently, there has been a…

Cryptography and Security · Computer Science 2024-11-20 Kaiyan He , Yikun Hu , Xuehui Li , Yunhao Song , Yubo Zhao , Dawu Gu

Pattern matching is a powerful tool which is part of many functional programming languages as well as computer algebra systems such as Mathematica. Among the existing systems, Mathematica offers the most expressive pattern matching.…

Symbolic Computation · Computer Science 2017-05-03 Manuel Krebber

Binary analysis remains pivotal in software security, offering insights into compiled programs without source code access. As large language models (LLMs) continue to excel in diverse language understanding and generation tasks, their…

Software Engineering · Computer Science 2025-05-13 Xiuwei Shang , Guoqiang Chen , Shaoyin Cheng , Benlong Wu , Li Hu , Gangyang Li , Weiming Zhang , Nenghai Yu

Schema discovery is an important aspect to working with data in formats such as JSON. Unlike relational databases, JSON data sets often do not have associated structural information. Consumers of such datasets are often left to browse…

Databases · Computer Science 2023-07-07 Michael J. Mior

Disassembly of binary code is hard, but necessary for improving the security of binary software. Over the past few decades, research in binary disassembly has produced many tools and frameworks, which have been made available to researchers…

Cryptography and Security · Computer Science 2020-07-29 Chengbin Pang , Ruotong Yu , Yaohui Chen , Eric Koskinen , Georgios Portokalidis , Bing Mao , Jun Xu

Despite the fact that JSON is currently one of the most popular formats for exchanging data on the Web, there are very few studies on this topic and there are no agreement upon theoretical framework for dealing with JSON. There- fore in…

Databases · Computer Science 2017-01-10 Pierre Bourhis , Juan L. Reutter , Fernando Suárez , Domagoj Vrgoč

Unsupervised domain adaptation methods aim to generalize well on unlabeled test data that may have a different (shifted) distribution from the training data. Such methods are typically developed on image data, and their application to time…

Machine Learning · Computer Science 2023-05-08 Mohamed Ragab , Emadeldeen Eldele , Wee Ling Tan , Chuan-Sheng Foo , Zhenghua Chen , Min Wu , Chee-Keong Kwoh , Xiaoli Li

Modern translation workflows demand more than semantic equivalence. Users routinely require models to preserve JSON or HTML schemas, honor curated glossaries, disambiguate with provided context, and match prescribed registers, often several…

Computation and Language · Computer Science 2026-05-28 Mingrui Sun , Mao Zheng , Zheng Li , Mingyang Song

It is becoming increasingly important in the software industry, especially with the growing complexity of software ecosystems and the emphasis on security and compliance for manufacturers to inventory software used on their systems. A…

Software Engineering · Computer Science 2024-03-15 Devin Pereira , Christopher Molloy , Sudipta Acharya , Steven H. H. Ding

With data lakes and schema-free NoSQL document stores, extracting a descriptive schema from JSON data collections is an acute challenge. In this paper, we target the discovery of tagged unions, a JSON Schema design pattern where the value…

Databases · Computer Science 2023-06-13 Stefan Klessinger , Meike Klettke , Uta Störl , Stefanie Scherzinger

Assembly-to-source code translation is a critical task in reverse engineering, cybersecurity, and software maintenance, yet systematic benchmarks for evaluating large language models on this problem remain scarce. In this work, we present…

Software Engineering · Computer Science 2025-12-02 Parisa Hamedi , Hamed Jelodar , Samita Bai , Mohammad Meymani , Roozbeh Razavi-Far , Ali A. Ghorbani

Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-05 Marcin Copik , Grzegorz Kwasniewski , Maciej Besta , Michal Podstawski , Torsten Hoefler

Despite its rising popularity as data format especially for web services, the software ecosystem around the JavaScript Object Notation (JSON) is not as widely distributed as that of XML. For both data formats there exist schema languages to…

Databases · Computer Science 2014-06-10 Falco Nogatz , Thom Frühwirth

JSON Lines (JSONL) is widely used for managing large collections of semi-structured data, ranging from large language model (LLM) prompts to chemical compound records and geospatial datasets. A key operation is substructure search, which…

Databases · Computer Science 2025-09-19 Yasuo Tabei

The binary similarity problem consists in determining if two functions are similar by only considering their compiled form. Advanced techniques for binary similarity recently gained momentum as they can be applied in several fields, such as…

Cryptography and Security · Computer Science 2019-12-20 Luca Massarelli , Giuseppe Antonio Di Luna , Fabio Petroni , Leonardo Querzoni , Roberto Baldoni

Binary code is pervasive, and binary analysis is a key task in reverse engineering, malware classification, and vulnerability discovery. Unfortunately, while there exist large corpora of malicious binaries, obtaining high-quality corpora of…

Cryptography and Security · Computer Science 2024-11-05 Chang Liu , Rebecca Saul , Yihao Sun , Edward Raff , Maya Fuchs , Townsend Southard Pantano , James Holt , Kristopher Micinski

In this technical report, we present a formalisation of the MongoDB aggregation framework. Our aim is to identify a fragment that could serve as the starting point for an industry-wide standard for querying JSON document databases. We…

Databases · Computer Science 2025-10-16 Elena Botoeva , Julien Corman , Norman Townsend