SCNN

Angshuman Parashar, Minsoo Rhu, Anurag Mukkara, +6

Sparse CnnConvolutional Neural NetworkEngineeringMachine LearningData Science +11

Timeloop: A Systematic Approach to DNN Accelerator Evaluation

Angshuman Parashar, Priyanka Raina, Yakun Sophia Shao, +7

Architecture Design SpaceDeep Neural NetworksEngineeringMachine LearningHardware Acceleration +13

SCNN

Angshuman Parashar, Minsoo Rhu, Anurag Mukkara, +6

ACM SIGARCH Computer Architecture News

Sparse CnnConvolutional Neural NetworkEngineeringMachine LearningData Science +11

Understanding Reuse, Performance, and Hardware Cost of DNN Dataflow

Hyoukjun Kwon, Prasanth Chatarasi, Michael Pellauer, +3

EngineeringHardware AccelerationAdvanced ComputingEdge ComputingHigh-performance Architecture +12

MAESTRO: A Data-Centric Approach to Understand Reuse, Performance, and Hardware Cost of DNN Mappings

Hyoukjun Kwon, Prasanth Chatarasi, Vivek Sarkar, +3

IEEE Micro

EngineeringMachine LearningAdvanced ComputingHardware AlgorithmComputer Architecture +19

SCNN: An Accelerator for Compressed-sparse Convolutional Neural Networks

Angshuman Parashar, Minsoo Rhu, Anurag Mukkara, +6

arXiv (Cornell University)

Artificial IntelligenceComputational ScienceSparse CnnEngineeringMachine Learning +12

Triggered instructions

Angshuman Parashar, Michael Pellauer, Michael Adler, +10

Hardware SecuritySpatial ParallelismEngineeringProgram AnalysisConcurrent Programming +12

HAsim: FPGA-based high-detail multicore simulation using time-division multiplexing

Michael Pellauer, Michael Adler, Michel A. Kinsy, +2

Hasim Fpga-accelerated SimulatorManycore ProcessorEngineeringTime-division MultiplexingHardware Acceleration +13

Leap scratchpads

Michael Adler, Kermin Fleming, Angshuman Parashar, +2

Hardware SecurityMemory ArchitectureEngineeringProgram AnalysisHardware Virtualization +13

Mind mappings: enabling efficient algorithm-accelerator mapping space search

Kartik Hegde, Po-An Tsai, Sitao Huang, +3

Artificial IntelligenceEngineeringAdvanced ComputingHardware AlgorithmComputer Architecture +15