Workshop on Architecture and Software for Emerging Applications (WASEA)

医学、生物、物理、工程和社会现象等领域的高价值领域应用需要快速创新和高执行速度，并需要领域专家的生产性开发环境，而这些专家可能不是计算机科学专家。该研讨会汇集了体系结构、编译器和编程语言领域的顶尖研究人员，以及领域专家，讨论并辩论了加速此类高价值领域进展的潜在方法，重点是开发开发机器学习的策略，包括通过并行加速学习算法的策略。其目标是促进对联合体系结构和编译器方法的潜在好处的深入讨论。研讨会将通过邀请计算机和早期职业研究人员中代表性较低的群体的发言者来促进更广泛的参与。研讨会将产生一份报告，就以下方面提出建议：编译器/语言和体系结构联合方法、编译器/语言支持启用更积极的硬件能力、体系结构支持支持更有效的编译器、以及开发过程可以从这些进步中受益的应用程序。报告将在开发人员与体系结构和语言/编译器研究人员之间的互动中确定研究机会，以实现在不同计算系统上进行高效的领域应用程序开发和高效且可扩展的实施。报告将概述有前景的方法以及领域应用程序开发人员使用这些方法所需的研究。

High-valued domain applications in areas such as medicine,biology, physics, engineering, and social phenomena demandboth fast innovation and high execution speed and requireproductive development environments for domain experts whomay not be computer science experts. This workshop brings together leading researchers in architecture,compilers and programming languages, and domain experts to discussand debate potential approaches to accelerating progress in suchhigh-valued domains with an emphasis on developing strategies forexploiting machine learning, including strategies for acceleratinglearning algorithms through parallelism. The goal is to stimulatean in-depth discussion of the potential benefits of joint architectureand compiler approaches. The workshop will promote broadeningparticipation by including speakers from groups underrepresentedin computing and early career researchers.The workshop will produce a report providing recommendations on:joint compiler/language and architecture approaches, compiler/languagesupport enabling more aggressive hardware capabilities, architecturesupport enabling more effective compilers, and applications whosedevelopment process could benefit by these advances, The reportwill identify research opportunities in the interaction betweendevelopers, and architecture and language/compiler researchers toenable productive domain application development and highly efficientand scalable implementation on heterogeneous computing systems. Thereport will outline promising approaches and the research required forthese approaches to become usable by the domain application developers.