Publications
Research, on the record.
Publications by the group lead and collaborators, spanning efficient computing, machine learning, genomics and biomedical systems.
Includes work undertaken before the formation of the IIT Jammu research group.
Journals
2025
Dynamic Tsetlin Machine Accelerators for On-Chip Training Using FPGAs
G. Mao*, T. Rahman*, S. Maheshwari*
IEEE Transactions on Circuits and Systems I: Regular Papers, vol. 72, no. 11, pp. 6962–6975, Nov. 2025
Equal contribution as joint first authors.
DOI: 10.1109/TCSI.2025.3564875 ↗2023
REDRESS: Generating Compressed Models for Edge Inference Using Tsetlin Machines
S. Maheshwari et al.
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 45, no. 9, pp. 11152–11168, 1 Sept. 2023
DOI: 10.1109/TPAMI.2023.3268415 ↗2025
Data-Driven Approaches for Estimation of EV Battery SoC and SoH: A Review
S. G. Padder et al.
IEEE Access, vol. 13, pp. 35048–35067, 2025
DOI: 10.1109/ACCESS.2025.3539528 ↗2021
An FPGA based Energy-Efficient Read Mapper with Parallel Filtering and in-situ Verification
V. Y. Gudur, S. Maheshwari, A. Acharyya and R. Shafik
IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2021
DOI: 10.1109/TCBB.2021.3106311 ↗2019
CORAL: Verification-aware OpenCL based read mapper for heterogeneous systems
S. Maheshwari, V. Y. Gudur, R. Shafik, I. Wilson, A. Yakovlev and A. Acharyya
IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2019
DOI: 10.1109/TCBB.2019.2943856 ↗2016
Robust and accurate personalised reconstruction of standard 12-lead system from Frank vectorcardiographic system
S. Maheshwari, A. Acharyya, P. E. Puddu, E. B. Mazomenos, M. Schiariti and K. Maharatna
Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, 2016
DOI: 10.1080/21681163.2014.931029 ↗2016
Frank vectorcardiographic system from standard 12 lead ECG: An effort to enhance cardiovascular diagnosis
S. Maheshwari, A. Acharyya, M. Schiariti and P. E. Puddu
Journal of Electrocardiology, 2016
DOI: 10.1016/j.jelectrocard.2015.12.008 ↗2015
A Robust Reliable and Low Complexity on chip f-QRS Detection and Identification Architecture for Remote Personalized Health Care Applications
N. Vemishetty, A. Jain, A. Amber, S. Maheshwari, A. Jagirdar and A. Acharyya
Journal of Low Power Electronics, 2015
2015
Personalized Reduced 3-Lead System formation methodology for Remote Health Monitoring Applications and Reconstruction of Standard 12-Lead system
S. Maheshwari, A. Acharyya, M. Schiariti and P. E. Puddu
International Archives of Medicine, 2015
2014
Accurate and reliable 3-lead to 12-lead ECG reconstruction methodology for remote health monitoring applications
S. Maheshwari, A. Acharyya, P. Rajalakshmi, M. Schiariti and P. E. Puddu
Innovation and Research in BioMedical Engineering, 2014
DOI: 10.1016/j.irbm.2014.07.004 ↗2014
Reduced lead system selection methodology for reliable standard 12-lead reconstruction targeting personalised remote health monitoring applications
S. Maheshwari, A. Acharyya, M. Schiariti and P. E. Puddu
Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, 2014
DOI: 10.1080/21681163.2013.859097 ↗2013
An automated algorithm for online detection of fragmented QRS and identification of its various morphologies
S. Maheshwari, A. Acharyya, P. E. Puddu, E. B. Mazomenos, G. Leekha, K. Maharatna and M. Schiariti
Journal of the Royal Society Interface, 2013
DOI: 10.1098/rsif.2013.0761 ↗
Conferences
2026
High-Performance Structure-Aware GPU Framework for Maximum Flow Computation
P. Naik and S. Maheshwari
32nd IEEE International Conference on Parallel and Distributed Systems (ICPADS 2026), Tokyo, Japan, 2026
Accepted.
2026
Elephant in the Room: Composite Vanilla Tsetlin Machine with Hybrid Feature Extraction
S. Bhattacharya, V. Bhagat, M. Gupta, S. Maheshwari and A. Dubey
2026 International Conference on Artificial Intelligence, Computer, Data Sciences and Applications (ACDSA), Boracay Island, Philippines, pp. 1–6
DOI: 10.1109/ACDSA67686.2026.11467856 ↗2025
Explainable Data-Driven Battery State of Charge Estimation
S. Ojukwu, S. Maheshwari, M. Mamlouk, V. Pickert, A. Yakovlev and R. Shafik
2025 Energy Conversion Congress & Expo Europe (ECCE Europe), Birmingham, United Kingdom, pp. 1–6
DOI: 10.1109/ECCE-Europe62795.2025.11238681 ↗2025
Runtime Tunable Tsetlin Machines for Edge Inference on eFPGAs
T. Rahman, G. Mao, B. Pattinson, S. Maheshwari et al.
2025 IEEE Sensors Applications Symposium (SAS), Newcastle, United Kingdom, pp. 1–6
DOI: 10.1109/SAS65169.2025.11105163 ↗2024
TMCoSim: Hardware-Software Co-Simulation Framework for Tsetlin Machines
T. Rahman, G. Mao, S. Maheshwari et al.
2024 International Symposium on the Tsetlin Machine (ISTM), Pittsburgh, USA
Accepted (status in supplied bibliography).
2024
MATADOR: Automated System-on-Chip Tsetlin Machine Design Generation for Edge Applications
T. Rahman, G. Mao, S. Maheshwari, R. Shafik and A. Yakovlev
2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), Valencia, Spain, pp. 1–6
2023
Introducing TRIM Automata for Tsetlin Machines
S. Maheshwari*, T. Rahman*, A. Wheeldon, R. Shafik, A. Yakovlev and F. Xia
2023 International Symposium on the Tsetlin Machine (ISTM), Newcastle upon Tyne, UK
Equal authorship.
2023
Parallel Symbiotic Random Number Generator for Training Tsetlin Machines on FPGA
T. Rahman*, G. Mao*, S. Maheshwari*, K. Krishnamurthy, R. Shafik and A. Yakovlev
2023 International Symposium on the Tsetlin Machine (ISTM), Newcastle upon Tyne, UK
Equal authorship. Best paper award.
2023
AI-Driven Battery State-of-Charge Estimation using Electrochemical Impedance Spectroscopy
S. J. Ojukwu, S. Maheshwari, R. Shafik, A. Yakovlev and M. Mamlouk
2023 International Symposium on the Tsetlin Machine (ISTM), Newcastle upon Tyne, UK
Best student paper award.
2022
MILEAGE: An Automated Optimal Clause Search Paradigm for Tsetlin Machines
T. Rahman*, S. Maheshwari*, R. Shafik, A. Yakovlev and S. Das
2022 International Symposium on the Tsetlin Machine (ISTM), Grimstad, Norway, pp. 49–52
Equal authorship.
DOI: 10.1109/ISTM54910.2022.00017 ↗2021
PLEDGER: Embedded Whole Genome Read Mapping using Algorithm-HW Co-design and Memory-aware Implementation
S. Maheshwari, R. Shafik, I. Wilson, A. Yakovlev, V. Y. Gudur and A. Acharyya
2021 Design, Automation and Test in Europe Conference (DATE), France
DOI: 10.23919/DATE51398.2021.9473909 ↗2020
REPUTE: An OpenCL based Read Mapping Tool for Embedded Genomics
S. Maheshwari, R. Shafik, I. Wilson, A. Yakovlev and A. Acharyya
2020 Design, Automation and Test in Europe Conference (DATE), France
DOI: 10.23919/DATE48585.2020.9116238 ↗2020
Accelerated Filtering and in situ Verification for Energy-Optimized Genome Read Mapping
V. Y. Gudur, S. Maheshwari, R. Shafik and A. Acharyya
2020 IEEE International Symposium on Circuits and Systems (ISCAS)
2016
Vector FPGA acceleration of 1-D DWT computations using sparse matrix skeletons
S. Maheshwari, G. Modi, Siddhartha and N. Kapre
2016 26th International Conference on Field Programmable Logic and Applications (FPL)
DOI: 10.1109/FPL.2016.7577361 ↗2014
Personalised system-on-chip and mobile-app for standard 12-lead reconstruction from the reduced 3-lead system targeting remote health care
U. Panda, S. Maheshwari et al.
Computing in Cardiology 2014
2014
Multi-directional error correction schemes for SRAM-based FPGAs
S. Venkataraman, R. Santos, S. Maheshwari and A. Kumar
2014 24th International Conference on Field Programmable Logic and Applications (FPL)
2013
Methodology for automated detection of fragmentation in QRS complex of Standard 12-lead ECG
S. Maheshwari, A. Acharyya, P. E. Puddu and M. Schiariti
2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
पराक्रम प्रयोगशालाPRAKRAM LABS