Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

CompOFA: Compound Once-For-All Networks for Faster Multi-Platform Deployment



Manas Sahni , Shreya Varshini , Alind Khare , Alexey Tumanov

* Published as a conference paper at ICLR 2021 

   Access Paper or Ask Questions

HOLMES: Health OnLine Model Ensemble Serving for Deep Learning Models in Intensive Care Units



Shenda Hong , Yanbo Xu , Alind Khare , Satria Priambada , Kevin Maher , Alaa Aljiffry , Jimeng Sun , Alexey Tumanov


   Access Paper or Ask Questions

HyperSched: Dynamic Resource Reallocation for Model Development on a Deadline



Richard Liaw , Romil Bhardwaj , Lisa Dunlap , Yitian Zou , Joseph Gonzalez , Ion Stoica , Alexey Tumanov


   Access Paper or Ask Questions

The OoO VLIW JIT Compiler for GPU Inference



Paras Jain , Xiangxi Mo , Ajay Jain , Alexey Tumanov , Joseph E. Gonzalez , Ion Stoica


   Access Paper or Ask Questions

Ray: A Distributed Framework for Emerging AI Applications



Philipp Moritz , Robert Nishihara , Stephanie Wang , Alexey Tumanov , Richard Liaw , Eric Liang , Melih Elibol , Zongheng Yang , William Paul , Michael I. Jordan , Ion Stoica

* 17 pages, 14 figures, 13th USENIX Symposium on Operating Systems Design and Implementation, 2018 

   Access Paper or Ask Questions

IDK Cascades: Fast Deep Learning by Learning not to Overthink



Xin Wang , Yujia Luo , Daniel Crankshaw , Alexey Tumanov , Fisher Yu , Joseph E. Gonzalez

* UAI 2018 camera ready 

   Access Paper or Ask Questions

Real-Time Machine Learning: The Missing Pieces



Robert Nishihara , Philipp Moritz , Stephanie Wang , Alexey Tumanov , William Paul , Johann Schleier-Smith , Richard Liaw , Mehrdad Niknami , Michael I. Jordan , Ion Stoica

* 6 pages, 3 figures 

   Access Paper or Ask Questions