Research Interests

  • Brain-Computer Interfaces (BCIs)
  • Human-Experiment Design
  • Biomedical Signal Processing
  • Machine/Deep Learning
  • Wearable Computing

Publications

On the Interplay between Brain-Computer Interfaces and Machine Learning Algorihtms: A Systems Perspective, BCI ML
Mohit Agarwal
PhD Thesis, 2021 [Thesis]

Accelerating Reinforcement Learning using EEG-based implicit human feedback, BCI ML
Mohit Agarwal*, Duo Xu*, Ekansh Gupta, Faramaraz Fekri, and Raghupathy Sivakumar,
NeuroComputing, 2021 [Paper] [Code - Environment]

Charge for a whole day: Extending Battery Life for BCI Wearables using a Lightweight Wake-Up Command, BCI
Mohit Agarwal and Raghupathy Sivakumar,
ACM CHI, 2020 [Paper] [Code] [Data] [Supplementary Material] [Video Teaser] [Video Presentation]

Blink: A Fully Automated Unsupervised Algorithm for Eye-Blink Detection in EEG Signals, BCI
Mohit Agarwal and Raghupathy Sivakumar,
IEEE Allerton, 2019 [Paper] [Code] [Data]

Playing Games with Implicit Human Feedback, BCI RL
Mohit Agarwal*, Duo Xu*, Faramarz Fekri and Raghupathy Sivakumar,
Workshop on Reinforcement Learning in Games. AAAI, 2020 [Paper] [Poster]

Human-in-the-loop RL with an EEG wearable headset: on effective use of brainwaves to accelerate learning, BCI RL
Mohit Agarwal, Shyam Krishnan Venkateswaran and Raghupathy Sivakumar,
ACM WearSys, June 2020 [Paper] [Code]

Blink to Get In: Biometric Authentication for Mobile Devices using EEG Signals, BCI ML
Ekansh Gupta, Mohit Agarwal and Raghupathy Sivakumar,
IEEE ICC, 2020 [Paper] [Data]

Cerebro: A Wearable Solution to Detect and Track User Preferences using Brainwaves, BCI ML
Mohit Agarwal and Raghupathy Sivakumar,
ACM WearSys, June 2019 [Paper] [Code]

THINK: Toward Practical General-Purpose Brain-Computer Communication, BCI
Mohit Agarwal and Raghupathy Sivakumar,
Hotwireless Workshop, ACM MobiCom, Sept 2015 [Paper]

Algorithms for addressing line-of-sight issues in mmWave WiFi networks using access point mobility, Wireless ML
Yubing Jian, Ching-Lun Tai, Shyam Krishnan Venkateswaran, Mohit Agarwal, Yuchen Liu, Douglas M Blough, and Raghupathy Sivakumar
Journal of Parallel and Distributed Computing, Feb 2022 [Paper]

WiMove: Toward infrastructure mobility in mmWave WiFi, Wireless ML
Yubing Jian, Mohit Agarwal, Shyam Krishnan Venkateswaran, Yuchen Liu, Douglas M Blough, and Raghupathy Sivakumar
Proceedings of the 18th ACM Symposium on Mobility Management and Wireless Access, Nov. 2020 [Paper]

A YouTube Dataset with User-level Usage Data: Baseline Characteristics and Key Insights,
Shruti Lall, Mohit Agarwal and Raghupathy Sivakumar,
IEEE ICC, 2020 [Paper]

Multi-Level SINR Thresholding for Reduced Complexity MIMO Detection, Wireless
Atul Kumar Sinha, Mohit Agarwal and Ajit K. Chaturvedi,
IEEE NCC, Feb 2013 [Paper]

An MCMC Approach to Multisensor Linear Modulation Classification, Wireless
Onur Ozdemir, Lakshmi N. Theagarajan, Mohit Agarwal, Thakshila Wimalajeewa and Pramod K. Varshney,
IEEE WCNC, May 2017 [Paper]

Poster: Characters vs. Words - Observations on Command Design for Brain-Computer Interfaces, BCI
Mohit Agarwal and Raghupathy Sivakumar,
ACM MobiSys, June 2017 [Abstract] [Poster]

Poster: Hawkeye - Predictive Positioning of a Ceiling-Mounted Mobile APin mmWave WLANs for Maximizing Line-of-sight, Wireless ML
Yubing Jian, Mohit Agarwal, Yuchen Liu, Douglas M Blough and Raghupathy Sivakumar,
ACM MobiCom, 2019 [Abstract]