Can FPGAs Beat GPUs in Accelerating Next-Generation Deep Neural Networks?

Eriko Nurvitadhi, Ganesh Venkatesh, Jaewoong Sim, +8

Fpgas Beat GpusGpu ArchitectureEngineeringHardware AccelerationFpga Technology Advances +10

Accelerating Binarized Neural Networks: Comparison of FPGA, CPU, GPU, and ASIC

Eriko Nurvitadhi, David Sheffield, Jaewoong Sim, +3

EngineeringMachine LearningNeural Networks (Machine Learning)Hardware AlgorithmComputer Architecture +15

WRPN: Wide Reduced-Precision Networks

Asit Mishra, Eriko Nurvitadhi, Jeffrey Cook, +1

arXiv (Cornell University)

Convolutional Neural NetworkNumeric PrecisionMachine LearningEngineeringImage Analysis +14

Accelerating recurrent neural networks in analytics servers: Comparison of FPGA, CPU, GPU, and ASIC

Eriko Nurvitadhi, Jaewoong Sim, David Sheffield, +3

Artificial IntelligenceAnalytics ServersMachine LearningData ScienceEngineering +13

Accelerating Deep Convolutional Networks using low-precision and sparsity

Ganesh Venkatesh, Eriko Nurvitadhi, Debbie Marr

High AccuracyConvolutional Neural NetworkMachine VisionMachine LearningEngineering +11

ProtoFlex

Eric S. Chung, Michael Papamichael, Eriko Nurvitadhi, +3

ACM Transactions on Reconfigurable Technology and Systems

Heterogeneous ComputingEngineeringHardware EmulationProgram AnalysisHardware Virtualization +13

A Customizable Matrix Multiplication Framework for the Intel HARPv2 Xeon+FPGA Platform

Duncan J. M. Moss, Srivatsan Krishnan, Eriko Nurvitadhi, +7

Hardware SecurityArray ComputingEngineeringHardware AccelerationHardware Algorithm +12

GraphGen: An FPGA Framework for Vertex-Centric Graph Computation

Eriko Nurvitadhi, Gabriel Weisz, Yu Wang, +5

EngineeringHardware AlgorithmComputer ArchitectureFpga FrameworkGraph Database +17

High performance binary neural networks on the Xeon+FPGA™ platform

Duncan J. M. Moss, Eriko Nurvitadhi, Jaewoong Sim, +4

Xeon+fpga™ PlatformConvolutional Neural NetworkEngineeringMachine LearningComputer Architecture +16

Beyond Peak Performance: Comparing the Real Performance of AI-Optimized FPGAs and GPUs

Andrew Boutros, Eriko Nurvitadhi, Rui Ma, +5

Artificial IntelligenceEngineeringGpu BenchmarkingHardware AlgorithmComputer Architecture +18