Research Focus

Doctoral research on RF-based sensing with emphasis on Wi-Fi sensing spanning three core directions:

(i) Power-efficient Wi-Fi localization for resource-constrained IoT devices, addressing battery consumption in background location services

(ii) Network-efficient Wi-Fi sensing for distributed systems, solving scalability bottlenecks in multi-sensor deployments

(iii) Adversarial Wi-Fi sensing and defenses against privacy attacks, protecting RF-based systems from eavesdropping and inference attacks

Publications

Journal 2026
AutoCompress: Improving Network Efficiency For Distributed Wireless Sensing Applications – Pervasive and Mobile Computing Journal (PMCJ)
Conference 2026
Less is More: Improving WiFi Localization Accuracy with Fewer Scans – COMSNETS 2026
Conference 2025
LiteTrack: Power-Efficient Wi-Fi-Based Indoor Localization for Smartphones – IEEE ANTS 2025
Conference 2024
Improving Network Resource Utilization for Distributed Wireless Sensing Applications – AIoT, ACM MobiHoc Workshops 2024
Conference 2024
Practical Defense Against Adversarial WiFi Sensing – IEEE ANTS 2024
Journal 2022
A survey on nature-inspired techniques for computation offloading and service placement in emerging edge technologies – World Wide Web, 2022
Conference Under Review
Additional research on adversarial Wi-Fi sensing – Under review at top-tier conference
Journal Under Submission
Power-Efficient Wi-Fi Localization – Extended research on LowFI and LiteTrack systems with comprehensive evaluation across diverse indoor environments.

Research Experience

Feb – Jul 2025
Samsung Research Internship
Samsung Research Institute, Bangalore. Designed battery-oriented, coarse-grained Wi-Fi localization framework for smartphones. Generalized Wi-Fi sensing for multi-room setups addressing robustness and scalability challenges. (2 papers: 1 published, 1 under review)
Aug 2022 – Current
Ph.D. Research, IIT Madras
Focus on power-efficient Wi-Fi localization (published in IEEE ANTS and COMSNETS), network-efficient Wi-Fi sensing, and adversarial Wi-Fi sensing with defenses. Multiple publications in peer-reviewed conferences and journals.
Dec 2020 – Jun 2022
Master's Thesis, JNU
Developed optimization algorithms for computation offloading and service placement in Fog/Edge networks. (1 journal publication)
Jan – Jun 2020
Research Internship, MNNIT Allahabad
Hands-on expertise in network simulators and real systems.

Key Projects

Power-Efficient Wi-Fi Sensing
Engineered two systems (LowFI and LiteTrack) for power-aware positioning using Sionna RT-based channel modeling and motion-triggered scanning. Achieved 10–22× battery savings over continuous scanning while maintaining >80% classification accuracy across 22 locations and 10+ devices.
Network-Efficient Wi-Fi Sensing
Developed two-stage framework combining lightweight occupancy detection and SSPOC-based compression. Achieved >4000× compression with 85% accuracy, 35.5% throughput improvement, and >90% latency reduction in distributed sensing systems.
Adversarial Wi-Fi Sensing & Defense
Formulated black-box defense as constrained optimization balancing SNR preservation with adversarial misclassification. Degraded adversarial localization accuracy from 98% to 17% while maintaining signal quality. First to address SNR-communication tradeoffs in ISAC security.

Education

2022 – Present
Ph.D. in Computer Science
IIT Madras, Chennai, Tamil Nadu
2020 – 2022
M.Tech. in Computer Science
JNU, New Delhi
2017 – 2020
MCA
Central University of Haryana
2014 – 2017
B.Sc. (Computer Science Hons.)
St. Anthony's College, NEHU, Shillong

Awards & Achievements

✦ Malathi Veeraraghavan (MV Fellowship) Scholar 2025
✦ Travel grant for COMSNETS 2026
✦ Samsung PrePARe Research Leadership Program – national-level research leader initiative
✦ Star TA for CS3205 & CS2300 at IIT Madras
✦ IEEE ComSoc Travel Grant for IEEE ANTS 2024
✦ State Representative for UNDP National Youth Parliament (2 per state)
✦ Rank 2 in MCA, Central University of Haryana
✦ University Rank 4 in B.Sc. Computer Science (NEHU)

Professional Contribution

📋 Reviewer: IEEE Wireless Communication Letters
👨‍🏫 Teaching Assistant: CS3205 (Introduction to Computer Networks), CS2300 (Foundations of Computer System Design), CS6120 (Wireless Communication and Networks) – IIT Madras
🤝 Volunteer: ICDCN 2024 at IIT Madras – handled guest registrations and managed ongoing events
📢 Organizer: CSE Bits monthly event in the Department of CSE, IIT Madras (2023)
🎓 Subject Matter Expert: GATE CS NPTEL (Operating Systems, Computer Networks) – 2022

Contact & Links

Location
Chennai, Tamil Nadu, India
Affiliation
Ph.D. Scholar, SENSE Lab
Department of Computer Science and Engineering
IIT Madras

Faculty References

Ph.D. Supervisor
Dr. Ayon Chakraborty
Faculty Reference
Dr. Krishna Moorthy Sivalingam
Faculty Reference
Dr. Radha Krishna Ganti
Faculty Reference
Dr. Mukulika Maity