Publications
Journal
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Abhishek Roy, Lingqing Shen, Krishnakumar Balasubramanian, and Saeed Ghadimi. "Stochastic Zeroth-order Discretizations of Langevin Diffusions for Bayesian Inference", Bernoulli 2021 (to appear).
Conference
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Abhishek Roy, Krishnakumar Balasubramanian, and Murat A. Erdogdu. "On Empirical Risk Minimization with Dependent and Heavy-Tailed Data.", (Accepted at NeurIPS 2021).
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Abhishek Roy, Krishnakumar Balasubramanian, Saeed Ghadimi, and Prasant Mohapatra, “Escaping Saddle-Point Faster under Interpolation-like Conditions”, (Accepted at NeurIPS 2020), https://arxiv.org/abs/2009.13016.
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Abhishek Roy*, Anshuman Chhabra*, and Prasant Mohapatra. “Suspicion-Free Adversarial Attacks on Clustering Algorithms.” arXiv:1911.07015 (2019) (Accepted at AAAI 2020).
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Abhishek Roy, Charles A. Kamhoua†, and Prasant Mohapatra, “Game Theoretic Characterization of Collusive Behavior among Attackers”, IEEE International Conference on Computer Communications (INFOCOM), Honolulu, Hawaii, Apr. 2018.
Preprint
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Abhishek Roy, Yifang Chen, Krishnakumar Balasubramanian, and Prasant Mohapatra. "Online and Bandit Algorithms for Nonstationary Stochastic Saddle-Point Optimization.", 2019.
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Abhishek Roy, Krishnakumar Balasubramanian, Saeed Ghadimi, and Prasant Mohapatra. "Multi-Point Bandit Algorithms for Nonstationary Online Nonconvex Optimization.", 2019.
Ongoing Projects
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Uncertainty quantification of optimization algorithms.
Talks
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NeurIPS 2020 (poster)
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INFOCOM 2018