@article{cheng2026lite,title={LITE: Loss-resilient Immersive Telepresence with Multi-modal Semantics},author={Cheng, Ruizhi and Takawale, Harshvardhan and Wu, Nan and Roy, Nirupam and Ulukus, Sennur and Varvello, Matteo and Chai, Eugene and Han, Bo},journal={Under Submission},year={2026}}
INFER: Learning Implicit Neural Frequency Response Fields for Confined Car Cabin
Harshvardhan Takawale, Nirupam Roy, and Phil Brown
In International Conference on Machine Learning (ICML), 2026
Accurate modeling of spatial acoustics is critical for immersive and intelligible audio in confined, resonant environments such as car cabins. We propose INFER (Implicit Neural Frequency Response fields), a frequency-domain neural framework jointly conditioned on source and receiver positions and orientations to directly learn complex-valued frequency response fields inside confined, resonant environments. Our approach significantly outperforms time- and hybrid-domain baselines on both simulated and real-world automotive datasets, cutting average magnitude and phase reconstruction errors by over 39% and 51%, respectively.
@inproceedings{takawale2026infer,title={INFER: Learning Implicit Neural Frequency Response Fields for Confined Car Cabin},author={Takawale, Harshvardhan and Roy, Nirupam and Brown, Phil},booktitle={International Conference on Machine Learning (ICML)},year={2026},}
Sparse is Fast: Accelerating Synthetic Aperture Sonar via Reduced Sampling
Yang Bai, Harshvardhan Takawale, Aritrik Ghosh, and 1 more author
GetMobile: Mobile Computing and Communications, 2026
@article{bai2026sparse,title={Sparse is Fast: Accelerating Synthetic Aperture Sonar via Reduced Sampling},author={Bai, Yang and Takawale, Harshvardhan and Ghosh, Aritrik and Roy, Nirupam},journal={GetMobile: Mobile Computing and Communications},year={2026},}
2025
Towards Detecting Auditory Attention from in-Ear Muscle Contractions using Commodity Earbuds
Harshvardhan Takawale, Yang Liu, Khaldoon Al-Naimi, and 2 more authors
In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2025
@inproceedings{takawale2025auditory,title={Towards Detecting Auditory Attention from in-Ear Muscle Contractions using Commodity Earbuds},author={Takawale, Harshvardhan and Liu, Yang and Al-Naimi, Khaldoon and Kawsar, Fahim and Montanari, Alessandro},booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},year={2025},}
2024
Learning Speaker-Listener Mutual Head Orientation by Leveraging HRTF and Voice Directivity on Headphones
Harshvardhan Takawale and Nirupam Roy
In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024
@inproceedings{takawale2024headorientation,title={Learning Speaker-Listener Mutual Head Orientation by Leveraging HRTF and Voice Directivity on Headphones},author={Takawale, Harshvardhan and Roy, Nirupam},booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},year={2024},}
Scribe: Simultaneous Voice and Handwriting Interface
Yang Bai, Irtaza Shahid, Harshvardhan Takawale, and 1 more author
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT), 2024
@article{bai2024scribe,title={Scribe: Simultaneous Voice and Handwriting Interface},author={Bai, Yang and Shahid, Irtaza and Takawale, Harshvardhan and Roy, Nirupam},journal={Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT)},year={2024},}
2023
Structure Assisted Spectrum Sensing for Low-power Acoustic Event Detection
Nakul Garg, Harshvardhan Takawale, Yang Bai, and 2 more authors
@inproceedings{garg2023structure,title={Structure Assisted Spectrum Sensing for Low-power Acoustic Event Detection},author={Garg, Nakul and Takawale, Harshvardhan and Bai, Yang and Shahid, Irtaza and Roy, Nirupam},booktitle={IASA Workshop, CPS-IoT Week},year={2023},}
Poster: Natural Voice Interface for the Next Generation of Smart Spaces
Yang Bai, Nakul Garg, Harshvardhan Takawale, and 2 more authors
In ACM International Workshop on Mobile Computing Systems and Applications (HotMobile), 2023
@inproceedings{bai2023smartspaces,title={Poster: Natural Voice Interface for the Next Generation of Smart Spaces},author={Bai, Yang and Garg, Nakul and Takawale, Harshvardhan and Das, Anupam and Roy, Nirupam},booktitle={ACM International Workshop on Mobile Computing Systems and Applications (HotMobile)},year={2023},}
2022
A Seamless Second-Factor Verification as a Mobility-Service for Future Commute Stations
Harshvardhan Takawale, Jay Prakash, and Tony Quek
In ACM International Workshop on Mobile Computing Systems and Applications (HotMobile), 2022
@inproceedings{takawale2022seamless,title={A Seamless Second-Factor Verification as a Mobility-Service for Future Commute Stations},author={Takawale, Harshvardhan and Prakash, Jay and Quek, Tony},booktitle={ACM International Workshop on Mobile Computing Systems and Applications (HotMobile)},year={2022},}
2020
Fault-Tolerant Routing Algorithm for Mesh based NoC using Reinforcement Learning
Jagadheesh Samala, Harshvardhan Takawale, Yash Chokhani, and 2 more authors
In International Symposium on VLSI Design and Test (VDAT), 2020
@inproceedings{samala2020faulttolerant,title={Fault-Tolerant Routing Algorithm for Mesh based NoC using Reinforcement Learning},author={Samala, Jagadheesh and Takawale, Harshvardhan and Chokhani, Yash and Bhanu, P Veda and Soumya, J},booktitle={International Symposium on VLSI Design and Test (VDAT)},year={2020},}
2019
Malware Detection on Highly Imbalanced Data through Sequence Modeling
Rajvardhan Oak, Min Du, David Yan, and 2 more authors
In ACM Workshop on Artificial Intelligence and Security (AISec), 2019
@inproceedings{oak2019malware,title={Malware Detection on Highly Imbalanced Data through Sequence Modeling},author={Oak, Rajvardhan and Du, Min and Yan, David and Takawale, Harshvardhan and Amit, Idan},booktitle={ACM Workshop on Artificial Intelligence and Security (AISec)},year={2019},}
2018
Talos App: On-Device Machine Learning Using TensorFlow to Detect Android Malware
Harshvardhan Takawale and Abhishek Thakur
In International Conference on Internet of Things: Systems, Management and Security (IoTSMS), 2018
@inproceedings{takawale2018talos,title={Talos App: On-Device Machine Learning Using TensorFlow to Detect Android Malware},author={Takawale, Harshvardhan and Thakur, Abhishek},booktitle={International Conference on Internet of Things: Systems, Management and Security (IoTSMS)},year={2018},}