63 citations · 119 across the 19 of their papers we have counts for
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Vectorizing Sparse Matrix Codes with Dependency Driven Trace Analysis
Zachary Cetinic, Kazem Cheshmi, Maryam Mehri Dehnavi
Sparse computations frequently appear in scientific simulations and the performance of these simulations rely heavily on the optimization of the sparse codes. The compact data stru…
Composing Loop-carried Dependence with Other Loops
Kazem Cheshmi, Michelle Mills Strout, Maryam Mehri Dehnavi
Sparse fusion is a compile-time loop transformation and runtime scheduling implemented as a domain-specific code generator. Sparse fusion generates efficient parallel code for the…
L-DQN: An Asynchronous Limited-Memory Distributed Quasi-Newton Method
Bugra Can, Saeed Soori, Maryam Mehri Dehnavi +1
This work proposes a distributed algorithm for solving empirical risk minimization problems, called L-DQN, under the master/worker communication model. L-DQN is a distributed limit…
TENGraD: Time-Efficient Natural Gradient Descent with Exact Fisher-Block Inversion
Saeed Soori, Bugra Can, Baourun Mu +2
This work proposes a time-efficient Natural Gradient Descent method, called TENGraD, with linear convergence guarantees. Computing the inverse of the neural network's Fisher inform…