Journal Papers
Transactions on Machine Learning Research (TMLR), June 2024.
[J21] Linear Convergence of Independent Natural Policy Gradient in Games with Entropy Regularization [pdf]
IEEE Control Systems Letters (L-CSS), June 2024.
[J20] On the Local Linear Rate of Consensus on the Stiefel Manifold [pdf]
IEEE Transactions on Automatic Control (TAC), April 2024.
IEEE Transactions on Automatic Control (TAC), January 2024.
[J17] TAKDE: Temporal Adaptive Kernel Density Estimator for Real-Time Dynamic Density Estimation [pdf]
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), November 2023.
Transactions on Machine Learning Research (TMLR), October 2023.
[J15] ORCCA: Optimal Randomized Canonical Correlation Analysis [pdf][codes]
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), August 2023.
Special Issue: Learning for Control
[J13] RFN: A Random-Feature Based Newton Method for Empirical Risk Minimization in Reproducing Kernel Hilbert Spaces [pdf]
IEEE Transactions on Signal Processing (TSP), November 2022.
[J12] Learning from Non-random Data in Hilbert Spaces: An Optimal Recovery Perspective [pdf]
Sampling Theory, Signal Processing, and Data Analysis, April 2022.
[J11] On Distributed Non-convex Optimization: Projected Subgradient Method For Weakly Convex Problems in Networks [pdf]
IEEE Control Systems Letters (L-CSS), November 2021.
[J9] Classification of Officers’ Driving Situations Based on Eye-Tracking and Driver Performance Measures [pdf]
IEEE Transactions on Human-Machine Systems (THMS), August 2021.
[J8] An Online Mechanism for Resource Allocation in Networks [pdf]
IEEE Transactions on Control of Network Systems (TCNS), September 2020.
[J7] Finite-time Guarantees for Byzantine-Resilient Distributed State Estimation with Noisy Measurements [pdf]
Special Issue: Security and Privacy of Distributed Algorithms and Network System
IEEE Transactions on Circuits and Systems II: Express Briefs (TCAS-II), September 2018.
IEEE Transactions on Signal Processing (TSP), May 2018.
IEEE Transactions on Automatic Control (TAC), March 2018.
IEEE Transactions on Signal Processing (TSP), August 2017.
IEEE Transactions on Automatic Control (TAC), November 2016.
Refereed Conference Papers in Machine Learning
International Conference on Machine Learning (ICML), 2024. [Acceptance Rate: 27.5%]
Advances in Neural Information Processing Systems (NeurIPS), 2023. [Acceptance Rate: 26.1%]
International Conference on Machine Learning (ICML), 2021. [Acceptance Rate: 21.4%]
[ML8] On Online Optimization: Dynamic Regret Analysis of Strongly Convex and Smooth Problems [pdf][video]
AAAI Conference on Artificial Intelligence (AAAI), 2021. [Acceptance Rate: 21.3%]
Advances in Neural Information Processing Systems (NeurIPS), 2020. [Acceptance Rate: 20.0%][Spotlight: Top 4.07% of Submissions]
[ML6] Generalization Guarantees for Sparse Kernel Approximation with Entropic Optimal Features [pdf][slides][video]
International Conference on Machine Learning (ICML), 2020. [Acceptance Rate: 21.8%]
Advances in Neural Information Processing Systems (NeurIPS), 2018. [Acceptance Rate: 20.8%]
AAAI Conference on Artificial Intelligence (AAAI), 2018. [Acceptance Rate: 24.5%]
Ahmad Beirami, Meisam Razaviayayn, Shahin Shahrampour, and Vahid Tarokh
Advances in Neural Information Processing Systems (NeurIPS), 2017. [Acceptance Rate: 20.9%]
Artificial Intelligence and Statistics (AISTATS), 2015. [Acceptance Rate: 26.7%]
Advances in Neural Information Processing Systems (NeurIPS), 2013. [Acceptance Rate: 25.3%]
Refereed Conference Papers in Control, Signal Processing, and Communication
The American Control Conference (ACC), 2023.
International Conference on Dynamic Data Driven Applications Systems (DDDAS), 2022.
IEEE Conference on Decision and Control (CDC), 2022.
[C18] Generalized Sliced Probability Metrics [pdf]
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022. [Best Paper Award]
IEEE Conference on Decision and Control (CDC), 2021.
[C16] Distributed Online Linear Quadratic Control for Linear Time-invariant Systems [pdf]
The American Control Conference (ACC), 2021.
[C15] Global Convergence of Newton Method for Empirical Risk Minimization in Reproducing Kernel Hilbert Space [pdf]
Asilomar Conference on Signals, Systems, and Computers (Asilomar), 2020
Asilomar Conference on Signals, Systems, and Computers (Asilomar), 2020
The American Control Conference (ACC), 2020.
The American Control Conference (ACC), 2019.
IEEE Conference on Decision and Control (CDC), 2018.
Allerton Conference on Communication, Control, and Computing (Allerton), 2017.
The American Control Conference (ACC), 2017.
Shahin Shahrampour, Alexander Rakhlin, and Ali Jadbabaie
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2017.
IEEE Conference on Decision and Control (CDC), 2016.
The American Control Conference (ACC), 2016.
Allerton Conference on Communication, Control, and Computing (Allerton), 2015.
IEEE Conference on Decision and Control (CDC), 2015.
The American Control Conference (ACC), 2015.
IEEE Conference on Decision and Control (CDC), 2013.
The American Control Conference (ACC), 2013.