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Software engineering conferences bring together thousands of academicians and software practitioners so that academic research and professional practices can influence each other. In essence, a symbiotic relationship exists between the…

Software Engineering · Computer Science 2026-04-21 Mohammad Masudur Rahman , Mehil B. Shah

Recent advances in machine learning, particularly the emergence of foundation models, are leading to new opportunities to develop technology-based solutions to societal problems. However, the reasoning and inner workings of today's complex…

Computers and Society · Computer Science 2025-07-01 Rajeev Alur , Greg Durrett , Hadas Kress-Gazit , Corina Păsăreanu , René Vidal

Ubiquitous sensors and smart devices from factories and communities are generating massive amounts of data, and ever-increasing computing power is driving the core of computation and services from the cloud to the edge of the network. As an…

Networking and Internet Architecture · Computer Science 2020-06-02 Xiaofei Wang , Yiwen Han , Victor C. M. Leung , Dusit Niyato , Xueqiang Yan , Xu Chen

Since 2006, deep learning (DL) has become a rapidly growing research direction, redefining state-of-the-art performances in a wide range of areas such as object recognition, image segmentation, speech recognition and machine translation. In…

Machine Learning · Computer Science 2016-12-23 Rui Zhao , Ruqiang Yan , Zhenghua Chen , Kezhi Mao , Peng Wang , Robert X. Gao

The era of edge computing has arrived. Although the Internet is the backbone of edge computing, its true value lies at the intersection of gathering data from sensors and extracting meaningful information from the sensor data. We envision…

Machine Learning · Computer Science 2020-10-20 Mi Zhang , Faen Zhang , Nicholas D. Lane , Yuanchao Shu , Xiao Zeng , Biyi Fang , Shen Yan , Hui Xu

In the dynamic field of Software Engineering (SE), where practice is constantly evolving and adapting to new technologies, conducting research is a daunting quest. This poses a challenge for researchers: how to stay relevant and effective…

Software Engineering · Computer Science 2024-07-09 Jefferson Seide Molleri , Kai Petersen

Over the past decades, deep learning (DL) systems have achieved tremendous success and gained great popularity in various applications, such as intelligent machines, image processing, speech processing, and medical diagnostics. Deep neural…

Software Engineering · Computer Science 2018-10-11 Lei Ma , Felix Juefei-Xu , Minhui Xue , Qiang Hu , Sen Chen , Bo Li , Yang Liu , Jianjun Zhao , Jianxiong Yin , Simon See

Software Engineering (SE) is the systematic design, development, maintenance, and management of software applications underpinning the digital infrastructure of our modern world. Very recently, the SE community has seen a rapidly increasing…

Software Engineering · Computer Science 2024-09-10 Quanjun Zhang , Chunrong Fang , Yang Xie , Yaxin Zhang , Yun Yang , Weisong Sun , Shengcheng Yu , Zhenyu Chen

Wider coverage and a better solution to a latency reduction in 5G necessitate its combination with multi-access edge computing (MEC) technology. Decentralized deep learning (DDL) such as federated learning and swarm learning as a promising…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-23 Yuwei Sun , Hideya Ochiai , Hiroshi Esaki

For decades, much software engineering research has been dedicated to devising automated solutions aimed at enhancing developer productivity and elevating software quality. The past two decades have witnessed an unparalleled surge in the…

Software Engineering · Computer Science 2023-10-05 David Lo

The potential held by the gargantuan volumes of data being generated across networks worldwide has been truly unlocked by machine learning techniques and more recently Deep Learning. The advantages offered by the latter have seen it rapidly…

Artificial Intelligence · Computer Science 2020-12-25 Ahnaf Hannan Lodhi , Barış Akgün , Öznur Özkasap

Issue resolution, a complex Software Engineering (SWE) task integral to real-world development, has emerged as a compelling challenge for artificial intelligence. The establishment of benchmarks like SWE-bench revealed this task as…

Software Engineering · Computer Science 2026-01-21 Caihua Li , Lianghong Guo , Yanlin Wang , Daya Guo , Wei Tao , Zhenyu Shan , Mingwei Liu , Jiachi Chen , Haoyu Song , Duyu Tang , Hongyu Zhang , Zibin Zheng

In July 2022, the Center for Security and Emerging Technology (CSET) at Georgetown University and the Program on Geopolitics, Technology, and Governance at the Stanford Cyber Policy Center convened a workshop of experts to examine the…

This is a report of an NSF workshop titled "Envisioning National Resources for Artificial Intelligence Research" held in Alexandria, Virginia, in May 2024. The workshop aimed to identify initial challenges and opportunities for national…

Artificial Intelligence · Computer Science 2024-12-16 Shantenu Jha , Yolanda Gil

This paper presents an overview of the integration of deep machine learning (DL) in FPGA CAD design flow, focusing on high-level and logic synthesis, placement, and routing. Our analysis identifies key research areas that require more…

Hardware Architecture · Computer Science 2023-03-21 Behnam Ghavami , Lesley Shannon

Covid has made online teaching and learning acceptable and students, faculty, and industry professionals are all comfortable with this mode. This comfort can be leveraged to offer an online multi-institutional research-level course in an…

Software Engineering · Computer Science 2025-12-19 Pankaj Jalote , Y. Raghu Reddy , Vasudeva Varma

Context: Machine Learning (ML) significantly impacts Software Engineering (SE), but studies mainly focus on practitioners, neglecting researchers. This overlooks practices and challenges in teaching, researching, or reviewing ML…

Software Engineering · Computer Science 2024-12-02 Anamaria Mojica-Hanke , David Nader Palacio , Denys Poshyvanyk , Mario Linares-Vásquez , Steffen Herbold

A career is a crucial aspect for any person to fulfill their desires through hard work. During their studies, students cannot find the best career suggestions unless they receive meaningful guidance tailored to their skills. Therefore, we…

Artificial Intelligence · Computer Science 2024-05-29 Sakir Hossain Faruque , Sharun Akter Khushbu , Sharmin Akter

From its first adoption in the late 80s, qualitative research has slowly but steadily made a name for itself in what was, and perhaps still is, the predominantly quantitative software engineering (SE) research landscape. As part of our…

Software Engineering · Computer Science 2025-12-09 Roberto Verdecchia , Justus Bogner

Over the last ten years, the realm of Artificial Intelligence (AI) has experienced an explosion of revolutionary breakthroughs, transforming what seemed like a far-off dream into a reality that is now deeply embedded in our everyday lives.…

Software Engineering · Computer Science 2024-06-17 Antonio Mastropaolo , Camilo Escobar-Velásquez , Mario Linares-Vásquez