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A Survey on Neural Network Hardware Accelerators
IEEE Transactions on Artificial IntelligenceArtificial intelligence (AI) hardware accelerator is an emerging research for several applications and domains. The hardware accelerator's direction is to provide high computational speed with retaining low-cost and high learning performance.
Tamador Mohaidat, Kasem Khalil
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Cancer, 1985
In the first third of this century, the prevailing concept was that malignant cells had a brief period of sensitivity and radiation treatments were ideally given in overall times of 2 weeks or less. Following the Second World War, routine treatment times were extended to 5 to 8 weeks to avoid severe acute normal tissue reactions and achieve higher ...
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In the first third of this century, the prevailing concept was that malignant cells had a brief period of sensitivity and radiation treatments were ideally given in overall times of 2 weeks or less. Following the Second World War, routine treatment times were extended to 5 to 8 weeks to avoid severe acute normal tissue reactions and achieve higher ...
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DSAGEN: Synthesizing Programmable Spatial Accelerators
International Symposium on Computer Architecture, 2020Domain-specific hardware accelerators can provide orders of magnitude speedup and energy efficiency over general purpose processors. However, they require extensive manual effort in hardware design and software stack development.
Jian Weng +5 more
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PolyGraph: Exposing the Value of Flexibility for Graph Processing Accelerators
International Symposium on Computer Architecture, 2021Because of the importance of graph workloads and the limitations of CPUs/GPUs, many graph processing accelerators have been proposed. The basic approach of prior accelerators is to focus on a single graph algorithm variant (eg. bulk-synchronous + slicing)
Vidushi Dadu, Sihao Liu, Tony Nowatzki
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Accelerating Learning About Accelerators
2018This book presents a range of observations about impact-oriented accelerators and the entrepreneurs and ventures that they attract and sometimes work with. Relying on data collected through the many programs that partnered with the EDP from 2013 to 2017, these observations provide consistent evidence that accelerators are influencing short-term ...
Peter W. Roberts, Saurabh A. Lall
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MAERI: Enabling Flexible Dataflow Mapping over DNN Accelerators via Reconfigurable Interconnects
International Conference on Architectural Support for Programming Languages and Operating Systems, 2018Deep neural networks (DNN) have demonstrated highly promising results across computer vision and speech recognition, and are becoming foundational for ubiquitous AI.
Hyoukjun Kwon, A. Samajdar, T. Krishna
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SPAGHETTI: Streaming Accelerators for Highly Sparse GEMM on FPGAs
International Symposium on High-Performance Computer Architecture, 2021Generalized Sparse Matrix-Matrix Multiplication (Sparse GEMM) is widely used across multiple domains, but the computation’s regularity is dependent on the input sparsity pattern.
Reza Hojabr +4 more
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Mixed Precision Quantization for ReRAM-based DNN Inference Accelerators
Asia and South Pacific Design Automation Conference, 2021ReRAM-based accelerators have shown great potential for accelerating DNN inference because ReRAM crossbars can perform analog matrix-vector multiplication operations with low latency and energy consumption.
Sitao Huang +17 more
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Can Accelerators Accelerate Learning?
AIP Conference Proceedings, 2009The ‘Young Talented’ education program developed by the Brazilian State Funding Agency (FAPERJ) [1] makes it possible for high‐schools students from public high schools to perform activities in scientific laboratories. In the Atomic and Molecular Physics Laboratory at Federal University of Rio de Janeiro (UFRJ), the students are confronted with modern ...
A. C. F. Santos +4 more
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Do Accelerators Work? If So, How?
Organization science (Providence, R.I.), 2019A fundamental challenge for new ventures is overcoming liabilities of newness - particularly, lack of relevant knowledge. Accelerators, intense, time-compressed entrepreneurial programs, attempt to alleviate these liabilities by providing ventures with ...
Benjamin L. Hallen +2 more
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