Personal profile
Research interests
My research lies at the intersection of optimization, machine learning, and wireless communications. My goal is to design lightweight and communication-efficient algorithms with provable convergence guarantees for stochastic and decentralized non-convex optimization, with applications in federated learning, wireless networks, and robotics.
Education/Academic qualification
PhD, Stochastic Successive Convex Approximation: Algorithms, Convergence and Applications, Indian Institute of Technology Kanpur
1 Aug 2017 → 23 May 2025
Award Date: 23 Jun 2025
Master, EEG and EMG in Muscle Fatigue detection, Aligarh Muslim University
15 Jul 2014 → 26 May 2016
Award Date: 3 Aug 2016
Bachelor, Study of DXCCII and its Applications, Aligarh Muslim University
1 Jul 2010 → 30 Apr 2014
Award Date: 10 Jun 2014
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Collaborations and top research areas from the last five years
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Constrained Stochastic Non-Convex Optimization Algorithm for Machine Learning Problems in Electromagnetic Signal Processing
Idrees, B. M. & Rajawat, K., 2025, 2025 Photonics and Electromagnetics Research Symposium - Spring, PIERS-Spring 2025 - Proceedings. Institute of Electrical and Electronics Engineers Inc., (2025 Photonics and Electromagnetics Research Symposium - Spring, PIERS-Spring 2025 - Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Constrained Stochastic Recursive Momentum Successive Convex Approximation
Idrees, B. M., Arora, L. & Rajawat, K., 2025, In: IEEE Transactions on Signal Processing. 73, p. 3331-3345 15 p.Research output: Contribution to journal › Article › peer-review
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Decentralized Stochastic Successive Convex Approximation for composite non-convex problems with non-linear functional constraints
Idrees, B. M., Sharma, S. D. & Rajawat, K., 2025, 2025 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2025 - Proceedings. Rao, B. D., Trancoso, I., Sharma, G. & Mehta, N. B. (eds.). Institute of Electrical and Electronics Engineers Inc., (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Analysis of Decentralized Stochastic Successive Convex Approximation for Composite Non-Convex Problems
Sharma, S. D., Idrees, B. M. & Rajawat, K., 2024, 34th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2024 - Proceedings. IEEE Computer Society, (IEEE International Workshop on Machine Learning for Signal Processing, MLSP).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Non-Convex Constrained Stochastic Successive Convex Approximation
Idrees, B. M., Arora, L. & Rajawat, K., 2024, 34th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2024 - Proceedings. IEEE Computer Society, (IEEE International Workshop on Machine Learning for Signal Processing, MLSP).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
3 Scopus citations