by Sarita V. Adve, Ratislav Bodik, Luis Ceze on Dec 18, 2019 | Tags: Accelerators, Emerging Technology, Software Stack, Systems
We are pleased to share the results of a DARPA ISAT study, I-USHER: Interfaces to Unlock the Specialized HardwarE Revolution, arguing for new hardware/software interfaces to enable the revolution promised by hardware specialization. Advances in hardware specialization...
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by Carole-Jean Wu, David Brooks, Udit Gupta, Hsien-Hsin Lee, and Kim Hazelwood on Nov 7, 2019 | Tags: Accelerators, Benchmarks, Industry, Machine Learning
We live in the era of machine learning. As Geoff Hinton and Yann LeCun emphasized in their recent Turing lecture, the rise of machine learning (ML) was in great part facilitated by cheap and easy to use high-performance computing that has allowed ML models to be...
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by Mark Silberstein on Nov 1, 2019 | Tags: Accelerators, Architecture, Conference, Emerging Technology, Systems
This blog post gives a glimpse of the computer systems research papers presented at the USENIX Annual Technical Conference (ATC) 2019, with an emphasis on systems that use new hardware architectures. USENIX ATC is a top-tier venue with a broad range of systems...
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by Abhishek Bhattacharjee on Sep 26, 2019 | Tags: Accelerators, Brain computer interface, heterogeneity, micro-controllers, RISC-V
Earlier this year, Elon Musk’s Neuralink demonstrated an implantable brain-computer interface (BCI) capable of recording electrophysiological activity from several thousands of biological neurons with high fidelity and signal resolution. Such implantable BCIs offer...
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by Vijay Janapa Reddi and Mark D. Hill on Sep 3, 2019 | Tags: Accelerators, Mobile, SoC
The demand for computing performance continues to grow exponentially in part due to video and machine learning processing for applications like augmented/virtual reality and self-driving vehicles. However, the underlying advances (Moore’s Law and Dennard...
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