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Commercial application of facial recognition demands robustness to a variety of challenges such as illumination, occlusion, spoofing, disguise, etc. Disguised face recognition is one of the emerging issues for access control systems, such…

Computer Vision and Pattern Recognition · Computer Science 2021-06-15 Usman Cheema , Seungbin Moon

The effectiveness of model-driven software engineering (MDSE) has been successfully demonstrated in the context of complex software; however, it has not been widely adopted due to the requisite efforts associated with model development and…

Software Engineering · Computer Science 2025-07-08 Ina K. Schieferdecker

The rapid proliferation of AI models has underscored the importance of thorough documentation, as it enables users to understand, trust, and effectively utilize these models in various applications. Although developers are encouraged to…

Software Engineering · Computer Science 2024-02-09 Weixin Liang , Nazneen Rajani , Xinyu Yang , Ezinwanne Ozoani , Eric Wu , Yiqun Chen , Daniel Scott Smith , James Zou

Financial organizations collect a huge amount of temporal (sequential) data about clients, which is typically collected from multiple sources (modalities). Despite the urgent practical need, developing deep learning techniques suitable to…

Machine Learning · Computer Science 2025-06-03 Dzhambulat Mollaev , Alexander Kostin , Maria Postnova , Ivan Karpukhin , Ivan Kireev , Gleb Gusev , Andrey Savchenko

Large language models (LLMs) are gaining increasing popularity in software engineering (SE) due to their unprecedented performance across various applications. These models are increasingly being utilized for a range of SE tasks, including…

Software Engineering · Computer Science 2025-11-05 Xing Hu , Feifei Niu , Junkai Chen , Xin Zhou , Junwei Zhang , Junda He , Xin Xia , David Lo

In the field of autonomous driving, end-to-end deep learning models show great potential by learning driving decisions directly from sensor data. However, training these models requires large amounts of labeled data, which is time-consuming…

Computer Vision and Pattern Recognition · Computer Science 2025-03-17 Wenhao Jiang , Duo Li , Menghan Hu , Chao Ma , Ke Wang , Zhipeng Zhang

Speech emotion recognition is a vital contributor to the next generation of human-computer interaction (HCI). However, current existing small-scale databases have limited the development of related research. In this paper, we present LSSED,…

Sound · Computer Science 2021-02-04 Weiquan Fan , Xiangmin Xu , Xiaofen Xing , Weidong Chen , Dongyan Huang

Diffusion models have recently enabled precise and photorealistic facial editing across a wide range of semantic attributes. Beyond single-step modifications, a growing class of applications now demands the ability to analyze and track…

Computer Vision and Pattern Recognition · Computer Science 2025-06-03 Yule Zhu , Ping Liu , Zhedong Zheng , Wei Liu

Hidden license conflicts in the open-source AI ecosystem pose serious legal and ethical risks, exposing organizations to potential litigation and users to undisclosed risk. However, the field lacks a data-driven understanding of how…

Software Engineering · Computer Science 2025-09-15 James Jewitt , Hao Li , Bram Adams , Gopi Krishnan Rajbahadur , Ahmed E. Hassan

Automating the adaptation of software engineering (SE) research artifacts across datasets is essential for scalability and reproducibility, yet it remains largely unstudied. Recent advances in large language model (LLM)-based multi-agent…

Software Engineering · Computer Science 2025-11-27 Jingyi Chen , Xiaoyan Guo , Songqiang Chen , Shing-Chi Cheung , Jiasi Shen

Multimodal large language models (MLLMs) are rapidly evolving, presenting increasingly complex safety challenges. However, current dataset construction methods, which are risk-oriented, fail to cover the growing complexity of real-world…

Computer Vision and Pattern Recognition · Computer Science 2026-02-27 Jingen Qu , Lijun Li , Bo Zhang , Yichen Yan , Jing Shao

Since 2019, the Hugging Face Model Hub has been the primary global platform for sharing open weight AI models. By releasing a dataset of the complete history of weekly model downloads (June 2020-August 2025) alongside model metadata, we…

The rapid advancement of large language models (LLMs) is fundamentally reshaping software engineering (SE), driving a paradigm shift in both academic research and industrial practice. While top-tier SE venues continue to show sustained or…

Software Engineering · Computer Science 2025-12-18 Hang Yu , Yuzhou Lai , Li Zhang , Xiaoli Lian , Fang Liu , Yanrui Dong , Ting Zhang , Zhi Jin , David Lo

Modern systems are increasingly connected and more integrated with other existing systems, giving rise to \textit{systems-of-systems} (SoS). An SoS consists of a set of independent, heterogeneous systems that interact to provide new…

Software Engineering · Computer Science 2026-01-21 Everton Cavalcante , Thais Batista , Flavio Oquendo

Artificial Intelligence (AI) or Machine Learning (ML) systems have been widely adopted as value propositions by companies in all industries in order to create or extend the services and products they offer. However, developing AI/ML systems…

Software Engineering · Computer Science 2020-11-10 Elizamary Nascimento , Anh Nguyen-Duc , Ingrid Sundbø , Tayana Conte

Software is an important tool for scholarly work, but software produced for research is in many cases not easily identifiable or discoverable. A potential first step in linking research and software is software identification. In this paper…

Digital Libraries · Computer Science 2023-03-01 Eva Maxfield Brown , Lindsey Schwartz , Richard Lewei Huang , Nicholas Weber

While a large number of pre-trained models of source code have been successfully developed and applied to a variety of software engineering (SE) tasks in recent years, our understanding of these pre-trained models is arguably fairly…

Software Engineering · Computer Science 2023-02-09 Changan Niu , Chuanyi Li , Vincent Ng , Dongxiao Chen , Jidong Ge , Bin Luo

The heterogeneity in the organization of software engineering (SE) research historically exists, i.e., funded research model and hands-on model, which makes software engineering become a thriving interdisciplinary field in the last 50…

Software Engineering · Computer Science 2026-02-04 Yang Yue , Zheng Jiang , Yi Wang

We analyzed nearly 460,000 AI model cards from Hugging Face to examine how developers report risks. From these, we extracted around 3,000 unique risk mentions and built the \emph{AI Model Risk Catalog}. We compared these with risks…

Computers and Society · Computer Science 2025-08-26 Pooja S. B. Rao , Sanja Šćepanović , Dinesh Babu Jayagopi , Mauro Cherubini , Daniele Quercia

Autonomous systems for software engineering are now capable of fixing bugs and developing features. These systems are commonly evaluated on SWE-bench (Jimenez et al., 2024a), which assesses their ability to solve software issues from GitHub…