The Machine Intelligence, Learning, Automation and Privacy (MILAP) group carries out research in algorithms and guarantees for sequential decision-making and learning under uncertainty with a focus on preserving data privacy. Our current focus includes:
Privacy-Preserving Machine Learning
Sequential Decision Making under Uncertainty
Language Model Optimization
Quantum Machine Learning
See our Publications for more details.
Openings:
Multiple PhD student positions in Language Model Optimization and Sequential Decision Making under Uncertainty
Team:
Convener: Sayak Ray Chowdhury
PhD Students:
Rohit Kumar (2025-present). Jointly with Prof. Adithya Vadapalli
Virendra Nishad (2025-present).
Master's Thesis Students:
Milan Roy (2024-2026)
Harshkumar Kakadiya (2024-2026)
Imran Shaik (2024-2026)
Sushant Gangurde (2024-2026)
Sagar Kumar (2024-2026)
Undergraduate Students (with close research work):
Arqam Patel (SDS, IITK, graduated 2025, Now at Amazon)
Kapu Nirmal Joshua (EE, IITK, Graduated 2025, Now at the University of British Columbia)
Nishant Pandey (EE, IITK)
Dhruv Sarkar (IITKgp)
Research Funding:
(2025 - 2028) Early Career Research Grant from Anusandhan National Research Foundation (ANRF). Project: Leveraging Offline Public Data In Online Differentially Private Policy Fine-Tuning. Funding: INR ~71 lakhs
(2024-2026) IIT Kanpur initiation grant. Funding: INR 25 lakhs
(2025) Research Gift Fund from Adobe Research. Funding: USD 15000
Translational (R&D) work:
(2025 - 2028) Project: Forecasting models and predictive maintenance in the energy sector. Funded by ARF: AI Center of Excellence for Sustainable Cities, Ministry of Education, India. Funding: Rs. ~5.4 Crore. (jointly with Prof. Nitin Saxena)
(2025-2026) Project: Reinforcement Learning in Autonomous Machines. Funded by Honda R&D, Japan. Funding: JPY ~6.5 million.
Collaborators:
Prof. Xingyu Zhou, Wayne State University, USA
Prof. Avishek Ghosh, IIT Bombay, India
Prof. Ilija Bogunovic, University College London, UK
Prof. Aditya Gopalan, IISc Bangalore, India
Dr. Soumyabrata Pal. Adobe Research, India