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IITK
Subrahmanya Swamy Peruru

Subrahmanya Swamy Peruru

PhD (Indian Institute of Technology Madras)

Assistant Professor, Departement of Electrical Engineering

Research Interest

Wireless Networks, Artificial Intelligence and Probabilistic Graphical Models.

Education

PhD, Indian Institute of Technology Madras, 20-Jul-2018

M.S.(by Research), Indian Institute of Technology Madras, 20-Jul-2018

B. Tech (E.C.E), Sastra University, 06-Aug-2011

Previous Work Experience

Senior Research Engineer in Machine learning R&D team at Pramati Technologies, Chennai from 05-Jul-2018 to 04-Dec-2020

Selected Publications

S. Bhattacharya, A. Banerjee, P. S. Swamy, and K. V. Srinivas. "Fast Link Scheduling in Wireless Networks Using Regularized Off-Policy Reinforcement Learning." IEEE Networking Letters (2023)

R. Sambamoorthy, J. Mandalapu, P. S. Swamy, B. Jain, and E. Altman. "Graph Neural Network based scheduling: Improved throughput under a generalized interference model." In Performance Evaluation Methodologies and Tools: 14th EAI International Conference, VALUETOOLS 2021.

P. S. Swamy, B. V. Pavan Kumar, R. K. Ganti, and K. Jagannathan, “Efficient CSMA using Regional approximations,” IEEE / ACM Transactions on Networking, vol. 26, no. 4, pp. 1796-1809, Aug. 2018.

P. S. Swamy, A. Srinivasan, R. K. Ganti, and K. Jagannathan, “Hierarchical scheduling algorithms with throughput guarantees and low delay”, in 16th International Symposium on Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks (WiOpt 2018), Shanghai, China, 2018.

P. S. Swamy, R. K. Ganti, and K. Jagannathan, “Adaptive CSMA under the SINR model: Efficient approximation algorithms for Throughput and Utility Maximization,” IEEE/ACM Transactions on Networking, vol. 25, no. 4, pp. 1968-1981, Aug. 2017.

P. S. Swamy, B. V. Pavan Kumar, R. K. Ganti, and K. Jagannathan, “Efficient CSMA based on Kikuchi approximation,” in International Conference on Signal Processing and Communications (SPCOM), Bangalore, 2016.

P. S. Swamy, R. K. Ganti, and K. Jagannathan, “Adaptive CSMA under the SINR model: Fast convergence through local Gibbs optimization,” in 53rd IEEE Annual Allerton Conference, Monticello, IL, USA, 2015.