Publications
- AIDE: Fast and Communication Efficient Distributed Optimization.
By Sashank J. Reddi, Jakub Konečný, Peter Richtárik, Barnabás Póczos, Alex Smola.
[arxiv]
- Adaptivity and Computation-Statistics Tradeoffs for Kernel and Distance based High Dimensional Two Sample Testing.
By Aaditya Ramdas, Sashank J. Reddi, Barnabás Póczos, Aarti Singh, Larry Wasserman.
[arxiv]
- Fast Stochastic Methods for Nonsmooth Nonconvex Optimization.
By Sashank J. Reddi, Suvrit Sra, Barnabás Póczos, Alex Smola.
In NIPS-2016: Proc. 30th Annual Conference on Neural Information Processing Systems, 2016.
[arxiv]
- Variance Reduction in Stochastic Gradient Langevin Dynamics.
By Sashank J. Reddi*, Avinava Dubey*, Sinead Williamson, Barnabás Póczos, Alex Smola, Eric Xing.
In NIPS-2016: Proc. 30th Annual Conference on Neural Information Processing Systems, 2016.
[Coming Soon]
- Fast stochastic optimization on Riemannian manifolds.
By Hongyi Zhang, Sashank J. Reddi, Suvrit Sra.
In NIPS-2016: Proc. 30th Annual Conference on Neural Information Processing Systems, 2016.
[arxiv]
- Stochastic Frank-Wolfe Methods for Nonconvex Optimization.
By Sashank J. Reddi, Suvrit Sra, Barnabás Póczos, Alex Smola.
In Allerton-2016: Proc. 54th Annual Allerton Conference on Communication, Control and Computing, 2016.
[arxiv]
- Fast Incremental Method for Nonconvex Optimization.
By Sashank J. Reddi, Suvrit Sra, Barnabás Póczos, Alex Smola.
In CDC-2016: Proc. 55th IEEE Conference on Decision and Control, 2016.
[arxiv]
- Stochastic Variance Reduction for Nonconvex Optimization.
By Sashank J. Reddi, Ahmed Hefny, Suvrit Sra, Barnabás Póczos, Alex Smola.
In ICML-2016: Proc. 33rd International Conference on Machine Learning, 2016.
[arxiv]
- On Variance Reduction in Stochastic Gradient Descent and its Asynchronous Variants.
By Sashank J. Reddi, Ahmed Hefny, Suvrit Sra, Barnabás Póczos, Alex Smola.
In NIPS-2015: Proc. 29th Annual Conference on Neural Information Processing Systems, 2015.
[arxiv]
- Communication Efficient Coresets for Empirical Loss Minimization.
By Sashank J. Reddi, Barnabás Póczos, Alex Smola.
In UAI-2015: Proc. 31th Conference on Uncertainty in Artificial Intelligence, 2015.
[UAI paper]
- Large-scale Randomized Coordinate Descent Methods with Non-separable linear constraints.
By Sashank J. Reddi, Ahmed Hefny, Avinava Dubey, Carlton Downey, Suvrit Sra
In UAI-2015: Proc. 31th Conference on Uncertainty in Artificial Intelligence, 2015.
[arxiv]
- On the High-dimensional Power of Linear-time Kernel Two-Sample Testing under Mean-difference Alternatives.
By Sashank J. Reddi, Aaditya Ramdas*, Barnabás Póczos, Aarti Singh, Larry Wasserman.
In AISTATS-2015: Proc. 18th International Conference on Artificial Intelligence and Statistics, San Diego, 2015.
[arxiv]
- On the Decreasing Power of Kernel and Distance based Nonparametric Hypothesis Tests in High Dimensions
By Sashank J. Reddi, Aaditya Ramdas*, Barnabás Póczos, Aarti Singh, Larry Wasserman
In AAAI-2015: Proc. 29th AAAI Conference on Artifical Intelligence, Austin, 2015.
[arxiv]
- Doubly Robust Covariate Shift Correction.
By Sashank J. Reddi, Barnabás Póczos, Alex Smola.
In AAAI-2015: Proc. 29th AAAI Conference on Artifical Intelligence, Austin, 2015.
[Full paper]
- k-NN Regression on Functional Data with Incomplete Observations.
By Sashank J. Reddi and Barnabás Póczos.
In UAI-2014: Proc. 30th Conference on Uncertainty in Artificial Intelligence, 2014.
[UAI paper]
- Scale Invariant Conditional Dependence Measures.
By Sashank J. Reddi, Barnabás Póczos.
In ICML-2013: Proc. 30th International Conference on Machine Learning, 2013.
[Full paper]
- Incentive Decision Processes.
By Sashank J. Reddi, Emma Brunskill.
In UAI-2012: Proc. 28th Conference on Uncertainty in Artificial Intelligence, 2012.
[UAI paper]
- A Maximum Likelihood Approach For Selecting Sets of Alternatives.
By Ariel D. Procaccia, Sashank J. Reddi, and Nisarg Shah.
In UAI-2012: Proc. 28th Conference on Uncertainty in Artificial Intelligence, pp. 695-704, 2012.
[Full paper][UAI paper]
- Map Estimation in Binary MRFs via Bipartite Multi-cuts. (Honorable Mention for Outstanding Student Paper Award)
By Sashank J. Reddi , Sunita Sarawagi, Sundar Vishwanathan.
In NIPS-2010: Proc. 23rd Annual Conference on Neural Information Processing Systems 2010.
[NIPS paper]
* Indicates equal contribution