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09/21/2023
AIM: Accelerating Arbitrary-precision Integer Multiplication on Heterogeneous Reconfigurable Computing Platform Versal ACAP
Arbitrary-precision integer multiplication is the core kernel of many ap...
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05/30/2023
AutoMM: Energy-Efficient Multi-Data-Type Matrix Multiply Design on Heterogeneous Programmable System-on-Chip
As the increasing complexity of Neural Network(NN) models leads to high ...
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01/06/2023
CHARM: Composing Heterogeneous Accelerators for Matrix Multiply on Versal ACAP Architecture
Dense matrix multiply (MM) serves as one of the most heavily used kernel...
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08/25/2022
Enabling Weakly-Supervised Temporal Action Localization from On-Device Learning of the Video Stream
Detecting actions in videos have been widely applied in on-device applic...
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07/04/2022
Sustainable AI Processing at the Edge
Edge computing is a popular target for accelerating machine learning alg...
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04/29/2022
H2H: Heterogeneous Model to Heterogeneous System Mapping with Computation and Communication Awareness
The complex nature of real-world problems calls for heterogeneity in bot...
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02/18/2022
EF-Train: Enable Efficient On-device CNN Training on FPGA Through Data Reshaping for Online Adaptation or Personalization
Conventionally, DNN models are trained once in the cloud and deployed in...
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07/03/2018
Best-Effort FPGA Programming: A Few Steps Can Go a Long Way
FPGA-based heterogeneous architectures provide programmers with the abil...
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10/31/2016