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A growing number of empirical software engineering researchers suggest that a complementary focus on theory is required if the discipline is to mature. A first step in theory-building involves the establishment of suitable theoretical…

软件工程 · 计算机科学 2021-02-19 Diana Kirk , Stephen G. MacDonell

Unstructured documents like PDFs contain valuable structured information, but downstream systems require this data in reliable, standardized formats. LLMs are increasingly deployed to automate this extraction, making accuracy and…

Strategic classification regards the problem of learning in settings where users can strategically modify their features to improve outcomes. This setting applies broadly and has received much recent attention. But despite its practical…

机器学习 · 计算机科学 2021-06-15 Sagi Levanon , Nir Rosenfeld

Due to the growing number of cyber attacks against computer systems, we need to pay special attention to the security of our software systems. In order to maximize the effectiveness, excluding the human component from this process would be…

密码学与安全 · 计算机科学 2021-05-18 Tamás Viszkok , Péter Hegedűs , Rudolf Ferenc

Cyber-physical systems have encountered a huge success in the past decade in several scientific communities, and specifically in production topics. The main attraction of the concept relies in the fact that it encompasses many scientific…

软件工程 · 计算机科学 2018-11-09 Olivier Cardin

Recent advances in probabilistic modelling have led to a large number of simulation-based inference algorithms which do not require numerical evaluation of likelihoods. However, a public benchmark with appropriate performance metrics for…

Automatically labeling multiple styles for every song is a comprehensive application in all kinds of music websites. Recently, some researches explore review-driven multi-label music style classification and exploit style correlations for…

计算与语言 · 计算机科学 2021-01-12 Qianwen Ma , Chunyuan Yuan , Wei Zhou , Jizhong Han , Songlin Hu

Over the years, a variety of web services have started using server-side scripting to deliver results back to a client as a paid or free service; one such server-side scripting language is Java Server Pages (JSP). Also Extensible markup…

其他计算机科学 · 计算机科学 2015-08-12 Neha Bothra , Kritika Jain , Sanjay Chakraborty

In modern software development, the JavaScript ecosystem of various frameworks and libraries used to develop contemporary web applications presents many advantages. JavaScript is a widely known interpreted programming language, simple to…

软件工程 · 计算机科学 2021-12-16 M. Sipek , D. Muharemagic , B. Mihaljevic , A. Radovan

Existing browser agent benchmarks face a fundamental trilemma: real-website benchmarks lack reproducibility due to content drift, controlled environments sacrifice realism by omitting real-web noise, and both require costly manual curation…

人工智能 · 计算机科学 2026-04-14 Peng Yuan , Yuyang Yin , Yuxuan Cai , Zheng Wei

Benchmarking involves designing scientific test methods, tools, and frameworks to quantitatively and comparably assess specific performance indicators of certain test subjects. With the development of artificial intelligence, AI…

软件工程 · 计算机科学 2023-11-28 Fenglin Bi , Fanyu Han , Shengyu Zhao , Jinlu Li , Yanbin Zhang , Wei Wang

Reliably generating structured outputs has become a critical capability for modern language model (LM) applications. Constrained decoding has emerged as the dominant technology across sectors for enforcing structured outputs during…

Location- and context-aware services are emerging technologies in mobile and desktop environments, however, most of them are difficult to use and do not seem to be beneficial enough. Our research focuses on designing and creating a…

软件工程 · 计算机科学 2009-06-23 László Kovács , Péter Mátételki , Balázs Pataki

Recommender systems are effective tools for mitigating information overload and have seen extensive applications across various domains. However, the single focus on utility goals proves to be inadequate in addressing real-world concerns,…

信息检索 · 计算机科学 2024-03-05 Yuying Zhao , Yu Wang , Yunchao Liu , Xueqi Cheng , Charu Aggarwal , Tyler Derr

Time series classification problems have drawn increasing attention in the machine learning and statistical community. Closely related is the field of functional data analysis (FDA): it refers to the range of problems that deal with the…

机器学习 · 统计学 2021-02-25 Florian Pfisterer , Laura Beggel , Xudong Sun , Fabian Scheipl , Bernd Bischl

In today's era of information explosion, more users are becoming more reliant upon recommender systems to have better advice, suggestions, or inspire them. The measure of the semantic relatedness or likeness between terms, words, or text…

信息检索 · 计算机科学 2023-07-21 Ngoc Luyen Le , Marie-Hélène Abel , Philippe Gouspillou

As large language models (LLMs) continue to advance, the need for up-to-date and well-organized benchmarks becomes increasingly critical. However, many existing datasets are scattered, difficult to manage, and make it challenging to perform…

机器学习 · 计算机科学 2025-06-03 Eunsu Kim , Haneul Yoo , Guijin Son , Hitesh Patel , Amit Agarwal , Alice Oh

Following the increasing interest and adoption of FaaS systems, benchmarking frameworks for determining non-functional properties have also emerged. While existing (microbenchmark) frameworks only evaluate single aspects of FaaS platforms,…

分布式、并行与集群计算 · 计算机科学 2021-11-02 Martin Grambow , Tobias Pfandzelter , Luk Burchard , Carsten Schubert , Max Zhao , David Bermbach

Recommender systems employ machine learning models to learn from historical data to predict the preferences of users. Deep neural network (DNN) models such as neural collaborative filtering (NCF) are increasingly popular. However, the…

信息检索 · 计算机科学 2022-08-29 Gang Liu , Zhihan Zhang , Zheng Ning , Meng Jiang

Complex statistical machine learning models are increasingly being used or considered for use in high-stakes decision-making pipelines in domains such as financial services, health care, criminal justice and human services. These models are…

应用统计 · 统计学 2017-07-04 Alexandra Chouldechova , Max G'Sell