Algorithm/Hardware Co-Optimization for Sparsity-Aware SpMM Acceleration of GNNs.
Yingxue GaoLei GongChao WangTeng WangXi LiXuehai ZhouPublished in: IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. (2023)
Keyphrases
- optimization algorithm
- times faster
- computational cost
- detection algorithm
- learning algorithm
- theoretical analysis
- high accuracy
- experimental evaluation
- recognition algorithm
- multi objective
- np hard
- improved algorithm
- worst case
- preprocessing
- low cost
- simulated annealing
- computational complexity
- optimization method
- hardware implementation
- stochastic gradient
- k means
- objective function
- expectation maximization
- segmentation algorithm
- particle swarm optimization
- linear programming
- matching algorithm
- dynamic programming
- cost function
- significant improvement
- optimization process
- constrained optimization
- optimization model
- hardware architecture
- real time