by Amir Yazdanbakhsh on Feb 4, 2025 | Tags: abstraction, AGI, compound AI systems, Computer Architecture, Computer Systems, intelligent systems, Machine Learning, Uncertainty
“The growing complexity of intelligent systems can outpace the ability of conventional computing abstractions to support them effectively.” IET REACH 2024, Amir Yazdanbakhsh. I came across this observation by Edsger Dijkstra recently while scrolling X, and...
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by Akanksha Atrey, Sercan Aygun, Udit Gupta, Abdulrahman Mahmoud, Lillian Pentecost, Vijay Janapa Reddi on Jan 28, 2025 | Introduction The increasing complexity of machine learning systems demands a new approach to their design, optimization, and deployment. While tremendous progress has been made in ML algorithms and hardware acceleration, building reliable, efficient, and scalable ML...
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by Geraldo Oliveira, Juan Gómez-Luna, Onur Mutlu on Jan 22, 2025 | Tags: Emerging Technology, Memory, Processing-in-Memory
Processing-in-Memory (PIM) is a computing paradigm that aims to overcome the data movement bottleneck (i.e., wasted execution cycles and energy, resulting from the back-and-forth data movement between memory units and compute units) by making memory (and storage)...
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by Shvetank Prakash and Vijay Janapa Reddi on Jan 7, 2025 | Tags: AI Agents, Benchmarks, Datasets, Machine Learning
Introduction The rise of large language models (LLMs) and generative artificial intelligence (GenAI) presents new opportunities to build innovative tools and is already enabling revolutionary AI-based tools in various domains. However, a significant gap remains in the...
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by Irene Wang on Dec 23, 2024 | Tags: Conference, Mentoring, uarch, Workshop
The Undergraduate Architecture Mentoring (uArch) Workshop co-located with the International Symposium on Microarchitecture (MICRO) was hosted in Austin, Texas. This year marked a significant milestone, as uArch was held twice in the same calendar year – reflecting our...
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by Biswabandan Panda on Dec 11, 2024 | Tags: caches, Security
This blog post is a continuation of Gururaj’s SIGARCH blog, written three years ago. It revisits the design of secure caches and, primarily, two design choices available to the designers: partitioned cache and randomized cache. In the last three years,...
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by Minesh Patel on Nov 22, 2024 | Tags: Conferences
Research-hungry, knowledge-thirsty citizens of Planet Earth swarmed Austin this November for a Texas-sized MICRO that sold out, surpassing all expectations. Hallways were packed and lines were long as General Chairs Paul Gratz, Jose Joao, and Jason Clemons showed us...
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by ASPLOS Steering Committee on Oct 29, 2024 | Tags: Conferences, Survey
TL;DR The ASPLOS Steering Committee (SC) is soliciting feedback on the new review process introduced with ASPLOS 2023. The SC welcomes input on the impact of the new process and changes being contemplated for ASPLOS 2026. Please read this whole post then complete this...
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by Karu Sankaralingam on Oct 22, 2024 | Tags: Reviewing
I had an exhausting and painful experience this year with reviews for recent top-tier SIGARCH conferences – the usual ISCA, ASPLOS, HPCA, MICRO. No I am not complaining about the reviewer load. It’s reading others’ reviews of papers I was reviewing –...
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by Bryan Chin, Jishen Zhao, Haoxing (Mark) Ren, Stelios Diamantidis, Hans Bouwmeester, Hanxian Huang on Oct 16, 2024 | Tags: AI Agents, Chip Design, Large Language Models
New hardware capabilities have enabled transformational AI technologies in many industries and applications. One of those industries is hardware design itself, the very discipline that enabled increased AI capabilities in the first place. At Hotchips 2024, we held a...
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