38 citations · 84 across the 58 of their papers we have counts for
4 papers · 1 filter
FlashSketch: Sketch-Kernel Co-Design for Fast Sparse Sketching on GPUs
Rajat Vadiraj Dwaraknath, Sungyoon Kim, Mert Pilanci
Sparse sketches such as the sparse Johnson-Lindenstrauss transform are a core primitive in randomized numerical linear algebra because they leverage random sparsity to reduce the a…
Randomized Polar Codes for Anytime Distributed Machine Learning
Burak Bartan, Mert Pilanci
We present a novel distributed computing framework that is robust to slow compute nodes, and is capable of both approximate and exact computation of linear operations. The proposed…
Distributed Sketching Methods for Privacy Preserving Regression
Burak Bartan, Mert Pilanci
In this work, we study distributed sketching methods for large scale regression problems. We leverage multiple randomized sketches for reducing the problem dimensions as well as pr…
Distributed Black-Box Optimization via Error Correcting Codes
Burak Bartan, Mert Pilanci
We introduce a novel distributed derivative-free optimization framework that is resilient to stragglers. The proposed method employs coded search directions at which the objective…