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06/06/2023
Fifty Years of ISCA: A data-driven retrospective on key trends
Computer Architecture, broadly, involves optimizing hardware and softwar...
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04/20/2023
Modular Hardware Design with Timeline Types
Modular design is a key challenge for enabling large-scale reuse of hard...
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09/16/2021
Dense Pruning of Pointwise Convolutions in the Frequency Domain
Depthwise separable convolutions and frequency-domain convolutions are t...
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02/19/2021
A Compiler Infrastructure for Accelerator Generators
We present Calyx, a new intermediate language (IL) for compiling high-le...
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04/09/2020
Predictable Accelerator Design with Time-Sensitive Affine Types
Field-programmable gate arrays (FPGAs) provide an opportunity to co-desi...
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03/05/2020
Optimizing JPEG Quantization for Classification Networks
Deep learning for computer vision depends on lossy image compression: it...
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09/16/2018
Exploiting Errors for Efficiency: A Survey from Circuits to Algorithms
When a computational task tolerates a relaxation of its specification or...
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03/16/2018
EVA^2 : Exploiting Temporal Redundancy in Live Computer Vision
Hardware support for deep convolutional neural networks (CNNs) is critic...
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10/25/2017
High Five: Improving Gesture Recognition by Embracing Uncertainty
Sensors on mobile devices---accelerometers, gyroscopes, pressure meters,...
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09/14/2017
Abstractions for AI-Based User Interfaces and Systems
Novel user interfaces based on artificial intelligence, such as natural-...
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05/11/2017