To be held in conjunction with the 48th ACM/IEEE ISCA Conference
10am–2pm (EDT), June 19, 2021
Given the success of AIDArc workshops in past years, and the significantly increased interest in utilizing AI to improve computer architecture in past years, we are thrilled to organize the 4th AIDArc workshop in 2021, held in conjunction with ISCA-48.
Recent advancements in machine learning algorithms, fueled by increased data availability and high-performance computing infrastructure, have led to successful applications of machine learning (and AI in general) in numerous disciplines and domains. Although much attention has been drawn in the computer architecture community on accelerating machine learning, studies show that only limited research has been conducted to utilize the power of AI/ML to help architects design better computer architectures and systems.
The AIDArc Workshop is intended to bring together researchers, scientists and practitioners across academia and industry, to share early discoveries, successful examples, and opinions on opportunities and challenges regarding utilizing AI to assist computer architecture designs. Research along this line may potentially transform the way computers are designed and optimized. It may also lead to interesting “self-evolving architecture”, where AI helps to speed up computers which, in turn, are used to speed up the AI.
Topics of workshop talks include, but not limited to, the exploration of artificial intelligence in assisting the design and optimization of:
– Various components of computer system architecture, e.g., branch predictor, cache, memory, I/O, interconnection networks, etc.
– Various design objectives of computer system architecture, e.g., power/energy, performance, resource, reliability, security, etc.
– Different types of computer architectures and systems, e.g., embedded/mobile/wearable devices, CPUs, GPUs, special-purpose accelerators, datacenters, HPCs, etc.
– Interaction of computer architecture with other layers, e.g., operating systems, compilers, circuit-level designs, etc.
Lizhong Chen, Oregon State University
Tianhong Huang, Oregon State University
Drew Penney, Oregon State University
For more information on AIDArc 2021, please check other sections of this website or contact the workshop organizer at firstname.lastname@example.org