Attention is All They Need：探索计算机视觉研究论文的媒介考古学
Attention is All They Need: Exploring the Media Archaeology of the Computer Vision Research Paper
AI总结：
本文从媒介考古学视角，结合资深研究人员访谈，分析了过去十年深度学习革命下计算机视觉论文中图表的变化，探讨论文元素如何影响研究注意力经济，旨在推动研究论文及出版系统设计的未来讨论。
摘要：
研究论文除了作为文本文档外，还是一种供研究人员交流的已设计界面。近期，计算的快速增长在许多领域改变了这一界面。在本研究中，我们从媒介考古学视角，通过研究论文中图表的变化来审视这种增长的影响。具体而言，由于深度学习革命推动了该学科前所未有的增长，我们研究了过去十年间计算机视觉领域的这些变化。我们通过对跨越计算机视觉、图形学和可视化的资深研究人员的访谈来奠定调查基础。我们的分析聚焦于研究注意力经济：研究论文的元素如何促进对日益商品化的“贡献”的广告宣传、衡量和传播。通过本研究，我们旨在推动未来关于研究论文本身设计，以及更宏大的社会技术出版系统（包括用于查找、阅读和撰写研究论文的工具）设计的讨论。
英文摘要：
Research papers, in addition to textual documents, are a designed interface through which researchers communicate. Recently, rapid growth has transformed that interface in many fields of computing. In this work, we examine the effects of this growth from a media archaeology perspective, through the changes to figures and tables in research papers. Specifically, we study these changes in computer vision over the past decade, as the deep learning revolution has driven unprecedented growth in the discipline. We ground our investigation through interviews with veteran researchers spanning computer vision, graphics, and visualization. Our analysis focuses on the research attention economy: how research paper elements contribute towards advertising, measuring, and disseminating an increasingly commodified "contribution." Through this work, we seek to motivate future discussion surrounding the design of both the research paper itself as well as the larger sociotechnical research publishing system, including tools for finding, reading, and writing research papers.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
