About
I am a post-doctoral researcher at EPFL, working with Prof. Ali H. Sayed. I received my PhD in Electrical and Computer Engineering from Carnegie Mellon University, where I was advised by Prof. Soummya Kar. Prior to that, I earned my Bachelor’s and Master’s degrees in Applied Mathematics from the Faculty of Sciences, University of Novi Sad.
Research Interests
My research spans stochastic optimization, machine learning, and multi-agent systems. I seek to understand what performance guarantees are achievable in learning systems under challenges such as heavy-tailed noise, data heterogeneity, and communication constraints, and how to design algorithms that attain these guarantees. I pursue this agenda in two main directions:
Robust and reliable stochastic optimization
Understanding and improving the performance of stochastic optimization methods beyond classical noise assumptions, with an emphasis on robustness and individual-run reliability.
Collaborative learning over heterogeneous networks
Understanding the benefits and limitations of collaboration among learning agents in the presence of data heterogeneity, communication constraints, and decentralized information exchange.
For more details, visit my Research page → or feel free to get in touch.
News
A new preprint is out.
A new preprint is out.
Our paper was accepted for publication at the 39th Conference on Learning Theory (COLT).
Our paper was accepted for publication at the 43rd International Conference on Machine Learning (ICML).
A new preprint is out.
See older news
Our paper was accepted for publication at IEEE Transactions on Information Theory.
Our paper was accepted for publication at SIAM Journal on Optimization.
A big thank you to my advisor and committee members, as well as the many people that I had the pleasure of collaborating with during my PhD studies. I will be joining EPFL as a post-doctoral researcher, hosted by professor Ali H. Sayed. Looking forward to getting started in September.
Our paper was accepted for publication at the 33rd European Signal Processing Conference (EUSIPCO).
Our paper was accepted for publication at the 28th International Conference on Artificial Intelligence and Statistics (AISTATS).
Our paper was accepted for publication at IEEE Transactions on Signal Processing.
Our paper was accepted for publication at the 58th Asilomar Conference on Signals, Systems, and Computers.
Our paper was accepted for publication at IEEE Transactions on Signal Processing.
