| ZHU GUANGXIAN | D, 中間発表 | コンピューティング・アーキテクチャ | 中島 康彦, | 林 優一, | 張 任遠, | KAN Yirong, | PHAM HOAI LUAN | |
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title: Design and Exploration of Energy-Efficient Neural Network Accelerators by Unconventional Computing Paradigms
abstract: We are focusing on Unconventional Computing technologies, including non-Von Neumann architecture, non-binary computing, and non-CMOS computing. We have been exploring the design of energy-efficient neural network accelerators by leveraging these technologies. In this talk, I will introduce our recent research activities on the design and exploration of energy-efficient neural network accelerators by unconventional computing paradigms. I will also discuss the future research directions in this field. language of the presentation: English | ||||||||
| XIAO TAO | D, 中間発表 | ソフトウェア工学 | 松本 健一, | 笠原 正治, | 石尾 隆, | 畑 秀明, | Raula Gaikovina Kula, | 嶋利 一真 |
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title: Unveiling Implied Cost: Exploring Self-Admitted Technical Debt in Build Systems abstract: Technical Debt (TD) is a metaphor describing the compromise of long-term quality of software artifacts for short-term objectives, with Self-Admitted Technical Debt (SATD) being the intentional, documented version of this phenomenon. Although significant work has been done on SATD in source code, little is known about SATD in build systems. To address this, I tackle to unveil the implied cost as known as SATD in build systems. It begins with a qualitative analysis of 500 SATD comments from Maven's build system across 291 projects, identifying tool limitations and dependency management complexities as primary causes. The study also develops classifiers to detect common reasons and purposes of SATD, achieving F1-scores between 0.71 and 0.79. Additionally, it examines the prevalence and characteristics of SATD clones in multiple build systems, finding high similarity scores among clones, which are often introduced by the original authors. These insights emphasize the need for improved tool support and automated systems to manage and repay SATD effectively, suggesting that raising awareness about SATD can facilitate its resolution. language of the presentation: English | ||||||||