Publications

Robust Aggregation for Federated Learning.
Krishna Pillutla, Sham Kakade, Zaid Harchaoui.
Manuscipt.
PDF   Code

A Smoother Way to Train Structured Prediction Models.
Krishna Pillutla, Vincent Roulet, Sham Kakade, Zaid Harchaoui.
NeurIPS 2018.
PDF-long   PDF-short   Code   Documentation
Poster   Blog post   Video summary

Data Driven Resource Allocation for Distributed Learning.
Travis Dick, Mu Li, Venkata Krishna Pillutla, Colin White, Maria-Florina Balcan, Alex Smola.
AISTATS 2017.
PDF-long   PDF-short  

On Skewed Multi-dimensional Distributions: the FusionRP Model, Algorithms, and Discoveries.
Venkata Krishna Pillutla, Zhanpeng Fang, Christos Faloutsos, Danai Koutra, Jie Tang.
SDM 2016.

Master’s Thesis: Data Driven Resource Allocation For Distributed Machine Learning.
Thesis Committee: Nina Balcan, Alex Smola, Christos Faloutsos
PDF Slides