Adaptive sparse tiling for sparse matrix multiplication

Changwan Hong, Aravind Sukumaran-Rajam, Israt Nisa, +2

EngineeringComputer ArchitectureMatrix TheoryGpu ComputingArray Computing +14

Efficient sparse-matrix multi-vector product on GPUs

Changwan Hong, Aravind Sukumaran-Rajam, Bortik Bandyopadhyay, +7

Cluster ComputingComputational ScienceGpu ArchitectureEngineeringCompute Kernel +13

Load-Balanced Sparse MTTKRP on GPUs

Israt Nisa, Jiajia Li, Aravind Sukumaran-Rajam, +2

Cluster ComputingEngineeringGpu BenchmarkingIrregular ComputationsComputer Architecture +14

An efficient mixed-mode representation of sparse tensors

Israt Nisa, Jiajia Li, Aravind Sukumaran-Rajam, +3

Low-rank ApproximationSparse RepresentationEngineeringMatrix FactorizationCompressed Sparse Fiber +8

Effective Machine Learning Based Format Selection and Performance Modeling for SpMV on GPUs

Israt Nisa, Charles Siegel, Aravind Sukumaran-Rajam, +2

EngineeringMachine LearningGpu BenchmarkingComputer ArchitectureGpu Computing +19

Sampled Dense Matrix Multiplication for High-Performance Machine Learning

Israt Nisa, Aravind Sukumaran-Rajam, Süreyya Emre Kurt, +2

EngineeringMachine LearningComputer ArchitectureGpu ComputingPopular Formulations +15

Parallel CCD++ on GPU for Matrix Factorization

Israt Nisa, Aravind Sukumaran-Rajam, Rakshith Kunchum, +1

Cluster ComputingParallel Ccd++EngineeringMachine LearningComputer Architecture +14

On improving performance of sparse matrix-matrix multiplication on GPUs

Rakshith Kunchum, Ankur Chaudhry, Aravind Sukumaran-Rajam, +3

Cluster ComputingComputational ScienceMatrix-matrix MultiplicationEngineeringOutput Sparse Matrix +13

Distributed-memory parallel algorithms for sparse times tall-skinny-dense matrix multiplication

Oğuz Selvitopi, Benjamin Brock, Israt Nisa, +3

Cluster ComputingEngineeringComputer ArchitectureLocal Spmm OperationsParallel Algorithms +16

Nimble GNN Embedding with Tensor-Train Decomposition

Chunxing Yin, Da Zheng, Israt Nisa, +3

Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

EngineeringMachine LearningHierarchical Graph PartitioningGraph ProcessingGpu Computing +14