Publications

- Samarth Gupta "Structured and Correlated Multi-Armed Bandits: Algorithms, Theory and Applications" PhD Thesis.

- Samarth Gupta, Jinhang Zuo, Carlee Joe-Wong, Gauri Joshi and Osman Yağan "Correlated Combinatorial Bandits for Online Resource Allocation" ACM MobiHoc 2022.
Received the best poster award in SIGMETRICS 2022.

- Samarth Gupta, Daniel Hill, Lexing Ying and Inderjit Dhillon "Bayesian regularization of empirical MDPs" Reincarnating Reinforcement Learning Workshop at ICLR 2023.

- Haoya Li, Samarth Gupta, Hsiang-Fu Yu, Lexing Ying and Inderjit Dhillon "Approximate Newton policy gradient algorithms" SIAM Journal on Scientific Computing 2023.

- Yae Jee Cho, Samarth Gupta, Gauri Joshi and Osman Yağan "Bandit-based Communication-Efficient Client Selection Strategies for Federated Learning" Asilomar Conference on Signals, Systems and Computers 2020.

- Samarth Gupta, Gauri Joshi and Osman Yağan "Best-Arm Identification in Correlated Multi- Armed Bandits" IEEE Journal on Selected Areas of Information Theory (JSAIT), Special Issue on Sequential, Active and Reinforcement Learning 2021.

- Samarth Gupta, Shreyas Chaudhari, Gauri Joshi and Osman Yağan "Multi-Armed Bandits with Correlated Arms" IEEE Transactions on Information Theory 2021. Preliminary version appeared in the RL theory workshop at ICML 2020.

- Samarth Gupta, Shreyas Chaudhari, Subhojyoti Mukherjee, Gauri Joshi and Osman Yağan "A Unified Approach to translate Classical Bandit Algorithms to the Structured Bandit Setting" IEEE Journal on Selected Areas of Information Theory (JSAIT), Special Issue on Estimation and Inference, 2020. Shorter version appeared in ICASSP 2021.

- Samarth Gupta, Gauri Joshi and Osman Yağan "Correlated Multi-Armed Bandits with Latent Random Source" in ICASSP 2020.

- Samarth Gupta, Gauri Joshi and Osman Yağan "Active Distribution Learning from Indirect Samples" Allerton Conference on Communication, Control and Computing 2018.

- Samarth Gupta and Sharayu Moharir “Effect of Recommendations on Serving Content with Unknown Demand” ACM Transactions on Modeling and Performance Evaluation of Computer Systems.
Preliminary version appeared in ACM Mobihoc 2017 as a poster paper. (Received the best poster award).

- Samarth Gupta and Sharayu Moharir “Request Pattern and Caching for VoD Services with Recommendation” Lecture Notes in Computer Science, Volume 10340, 2017.
Preliminary version appeared in COMSNETS 2017.

- Satish Grandhi, Bo Yang, Christian Spagnol, Samarth Gupta and Emanuel Popovici “An EDA Framework for Reliability Estimation and Optimization of Combinational Circuits” Journal of Low Power Electronics, Vol.12, 1-17,2016.