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Software developers embed logging statements inside the source code as an imperative duty in modern software development as log files are necessary for tracking down runtime system issues and troubleshooting system management tasks. Prior…

软件工程 · 计算机科学 2021-09-10 Sina Gholamian

Software logs record system activities, aiding maintainers in identifying the underlying causes for failures and enabling prompt mitigation actions. However, maintainers need to inspect a large volume of daily logs to identify the anomalous…

软件工程 · 计算机科学 2023-08-16 Yintong Huo , Cheryl Lee , Yuxin Su , Shiwen Shan , Jinyang Liu , Michael R. Lyu

Anomaly detection based on system logs plays an important role in intelligent operations, which is a challenging task due to the extremely complex log patterns. Existing methods detect anomalies by capturing the sequential dependencies in…

机器学习 · 计算机科学 2023-07-10 Ling Chen , Chaodu Song , Xu Wang , Dachao Fu , Feifei Li

Early Time Series Classification (ETSC) is critical in time-sensitive medical applications such as sepsis, yet it presents an inherent trade-off between accuracy and earliness. This trade-off arises from two core challenges: 1) models…

机器学习 · 计算机科学 2025-11-06 Tao Xie , Zexi Tan , Haoyi Xiao , Binbin Sun , Yiqun Zhang

The importance of an efficient and scalable document similarity detection system is undeniable nowadays. Search engines need batch text similarity measures to detect duplicated and near-duplicated web pages in their indexes in order to…

信息检索 · 计算机科学 2018-10-09 Hamid Mohammadi , Amin Nikoukaran

To tackle the threat of fake news, the task of detecting and grounding multi-modal media manipulation DGM4 has received increasing attention. However, most state-of-the-art methods fail to explore the fine-grained consistency within local…

计算机视觉与模式识别 · 计算机科学 2025-06-09 Yiheng Li , Yang Yang , Zichang Tan , Huan Liu , Weihua Chen , Xu Zhou , Zhen Lei

Duplicated code has a negative impact on the quality of software systems and should be detected at least. In this paper, we discuss an approach that improves source code retrieval using the structural information about the programs. We…

软件工程 · 计算机科学 2013-08-19 Yoshihisa Udagawa

Unlike the flow structure of natural languages, programming languages have an inherent rigidity in structure and grammar.However, existing detection methods based on pre-trained models typically treat code as a natural language sequence,…

软件工程 · 计算机科学 2024-11-11 Ziliang Wang , Ge Li , Jia Li , Yihong Dong , Yingfei Xiong , Zhi Jin

Malware creators have been getting their way for too long now. String-based similarity measures can leverage ground truth in a scalable way and can operate at a level of abstraction that is difficult to combat from the code level. We…

密码学与安全 · 计算机科学 2016-09-09 Sukriti Bhattacharya , Hector D. Menendez , Earl Barr , David Clark

Learning-based techniques, especially advanced pre-trained models for code have demonstrated capabilities in code understanding and generation, solving diverse software engineering (SE) tasks. Despite the promising results, current training…

软件工程 · 计算机科学 2025-02-07 Kyi Shin Khant , Hong Yi Lin , Patanamon Thongtanunam

The overwhelming presence of categorical/sequential data in diverse domains emphasizes the importance of sequence mining. The challenging nature of sequences proves the need for continuing research to find a more accurate and faster…

机器学习 · 计算机科学 2022-04-26 Hadi Jahanshahi , Mustafa Gokce Baydogan

Electronic Health Record (EHR) coding involves automatically classifying EHRs into diagnostic codes. While most previous research treats this as a multi-label classification task, generating probabilities for each code and selecting those…

机器学习 · 计算机科学 2023-06-28 Xiaofan Zhou , Xunzhu Tang

Entity extraction is fundamental to many text mining tasks such as organisation name recognition. A popular approach to entity extraction is based on matching sub-string candidates in a document against a dictionary of entities. To handle…

数据库 · 计算机科学 2017-02-14 Zeyi Wen , Dong Deng , Rui Zhang , Kotagiri Ramamohanarao

Diffusion models have revolutionized generative tasks, especially in the domain of text-to-image synthesis; however, their iterative denoising process demands substantial computational resources. In this paper, we present a novel…

计算机视觉与模式识别 · 计算机科学 2025-02-04 Xinle Cheng , Zhuoming Chen , Zhihao Jia

This research paper aims to find, analyze and understand code patterns in any software system and measure its quality by defining standards and proposing a formula for the same. Every code that is written can be divided into different code…

软件工程 · 计算机科学 2011-07-01 Jitesh Dundas

The problem of identifying splice sites consists of two sub-problems: finding their boundaries, and characterizing their sequence markers. Other splicing elements---including, enhancers and silencers---that occur in the intronic and exonic…

定量方法 · 定量生物学 2012-06-27 Christine Lo , Boyko Kakaradov , Daniel Lokshtanov , Christina Boucher

In few-shot imitation learning (FSIL), using behavioral cloning (BC) to solve unseen tasks with few expert demonstrations becomes a popular research direction. The following capabilities are essential in robotics applications: (1) Behaving…

机器人学 · 计算机科学 2021-12-07 Jia-Fong Yeh , Chi-Ming Chung , Hung-Ting Su , Yi-Ting Chen , Winston H. Hsu

There is an especially strong need in modern large-scale data analysis to prioritize samples for manual inspection. For example, the inspection could target important mislabeled samples or key vulnerabilities exploitable by an adversarial…

机器学习 · 统计学 2017-05-11 Mike Wojnowicz , Ben Cruz , Xuan Zhao , Brian Wallace , Matt Wolff , Jay Luan , Caleb Crable

Clustering based on belief functions has been gaining increasing attention in the machine learning community due to its ability to effectively represent uncertainty and/or imprecision. However, none of the existing algorithms can be applied…

机器学习 · 计算机科学 2025-07-21 Armel Soubeiga , Thomas Guyet , Violaine Antoine

Classification and clustering algorithms have been proved to be successful individually in different contexts. Both of them have their own advantages and limitations. For instance, although classification algorithms are more powerful than…

机器学习 · 计算机科学 2017-08-30 Tanmoy Chakraborty