64 citations · 69 across the 4 of their papers we have counts for
4 papers
Fearless Concurrency on the GPU
Melih Elibol, Jared Roesch, Isaac Gelado +2
Rust has made safe systems programming practical on the CPU, but writing custom GPU kernels in Rust still forces programmers outside the language's ownership guarantees. We present…
NumS: Scalable Array Programming for the Cloud
Melih Elibol, Vinamra Benara, Samyu Yagati +4
Scientists increasingly rely on Python tools to perform scalable distributed memory array operations using rich, NumPy-like expressions. However, many of these tools rely on dynami…
Variance Reduction with Sparse Gradients
Melih Elibol, Lihua Lei, Michael I. Jordan
Variance reduction methods such as SVRG and SpiderBoost use a mixture of large and small batch gradients to reduce the variance of stochastic gradients. Compared to SGD, these meth…
Probabilistic Matrix Factorization for Automated Machine Learning
Nicolo Fusi, Rishit Sheth, Huseyn Melih Elibol
In order to achieve state-of-the-art performance, modern machine learning techniques require careful data pre-processing and hyperparameter tuning. Moreover, given the ever increas…