Publications

2025

1. HOST

   STIQ: Safeguarding Training and Inferencing of Quantum Neural Networks from Untrusted Cloud

   Satwik Kundu, and Swaroop Ghosh

   International Symposium on Hardware Oriented Security and Trust (HOST), 2025

   arXiv Bib

   @article{kundu2024stiq,
     title = {STIQ: Safeguarding Training and Inferencing of Quantum Neural Networks from Untrusted Cloud},
     author = {Kundu, Satwik and Ghosh, Swaroop},
     journal = {International Symposium on Hardware Oriented Security and Trust (HOST)},
     year = {2025},
   }

2024

1. Preprint

   Adversarial Poisoning Attack on Quantum Machine Learning Models

   Satwik Kundu, and Swaroop Ghosh

   arXiv preprint arXiv:2411.14412, 2024

   Under review

   arXiv Bib

   @article{kundu2024adversarial,
     title = {Adversarial Poisoning Attack on Quantum Machine Learning Models},
     author = {Kundu, Satwik and Ghosh, Swaroop},
     journal = {arXiv preprint arXiv:2411.14412},
     year = {2024},
     note = {Under review},
   }

2. HASP

   Security Concerns in Quantum Machine Learning as a Service

   Satwik Kundu, and Swaroop Ghosh

   Hardware and Architectural Support for Security and Privacy (HASP), 2024

   URL arXiv Bib

   @article{kundu2024security,
     title = {Security Concerns in Quantum Machine Learning as a Service},
     author = {Kundu, Satwik and Ghosh, Swaroop},
     journal = {Hardware and Architectural Support for Security and Privacy (HASP)},
     year = {2024},
     url = {https://dl.acm.org/doi/10.1145/3696843.3696846},
   }

3. GLSVLSI

   Evaluating Efficacy of Model Stealing Attacks and Defenses on Quantum Neural Networks

   Satwik Kundu, Debarshi Kundu, and Swaroop Ghosh

   In Proceedings of the Great Lakes Symposium on VLSI (GLSVLSI), 2024

   URL arXiv Bib

   @inproceedings{kundu2024evaluating,
     title = {Evaluating Efficacy of Model Stealing Attacks and Defenses on Quantum Neural Networks},
     author = {Kundu, Satwik and Kundu, Debarshi and Ghosh, Swaroop},
     booktitle = {Proceedings of the Great Lakes Symposium on VLSI (GLSVLSI)},
     pages = {556--559},
     year = {2024},
     url = {https://dl.acm.org/doi/abs/10.1145/3649476.3658806},
   }

2023

1. Preprint

   DyPP: Dynamic Parameter Prediction to Accelerate Convergence of Variational Quantum Algorithms

   Satwik Kundu, Debarshi Kundu, and Swaroop Ghosh

   arXiv preprint arXiv:2307.12449, 2023

   Under review

   arXiv Bib

   @article{kundu2023wepro,
     title = {DyPP: Dynamic Parameter Prediction to Accelerate Convergence of Variational Quantum Algorithms},
     author = {Kundu, Satwik and Kundu, Debarshi and Ghosh, Swaroop},
     journal = {arXiv preprint arXiv:2307.12449},
     year = {2023},
     note = {Under review}
   }

2. ASP-DAC

   Knowledge Distillation in Quantum Neural Network Using Approximate Synthesis

   Mahabubul Alam, Satwik Kundu, and Swaroop Ghosh

   In Asia and South Pacific Design Automation Conference (ASP-DAC), 2023

   URL Bib

   @inproceedings{alam2023knowledge,
     title = {Knowledge Distillation in Quantum Neural Network Using Approximate Synthesis},
     author = {Alam, Mahabubul and Kundu, Satwik and Ghosh, Swaroop},
     booktitle = {Asia and South Pacific Design Automation Conference (ASP-DAC)},
     pages = {639--644},
     year = {2023},
     url = {https://dl.acm.org/doi/abs/10.1145/3566097.3567877},
   }

3. JLPEA

   Exploring Topological Semi-Metals for Interconnects

   Satwik Kundu, Rupshali Roy, Saifur Rahman, Suryansh Upadhyay, and 4 more authors

   Journal of Low Power Electronics and Applications (JLPEA), 2023

   URL Bib

   @article{kundu2023exploring,
     title = {Exploring Topological Semi-Metals for Interconnects},
     author = {Kundu, Satwik and Roy, Rupshali and Rahman, Saifur and Upadhyay, Suryansh and Topaloglu, Rasit O and Mohney, Suzanne and Huang, Shengxi and Ghosh, Swaroop},
     journal = {Journal of Low Power Electronics and Applications (JLPEA)},
     year = {2023},
     url = {https://www.mdpi.com/2079-9268/13/1/16},
   }

2022

1. VTS

   On The Reliability of Conventional and Quantum Neural Network Hardware

   Mehdi Sadi, Yi He, Yanjing Li, Mahabubul Alam, and 4 more authors

   In IEEE 40th VLSI Test Symposium (VTS), 2022

   URL Bib

   @inproceedings{sadi2022special,
     title = {On The Reliability of Conventional and Quantum Neural Network Hardware},
     author = {Sadi, Mehdi and He, Yi and Li, Yanjing and Alam, Mahabubul and Kundu, Satwik and Ghosh, Swaroop and Bahrami, Javad and Karimi, Naghmeh},
     booktitle = {IEEE 40th VLSI Test Symposium (VTS)},
     pages = {1--12},
     year = {2022},
     organization = {IEEE},
     url = {https://ieeexplore.ieee.org/document/9794194},
   }

2. GLSVLSI

   Security Aspects of Quantum Machine Learning: Opportunities, Threats and Defenses

   Satwik Kundu, and Swaroop Ghosh

   In Proceedings of the Great Lakes Symposium on VLSI (GLSVLSI), 2022

   URL Bib

   @inproceedings{kundu2022security,
     title = {Security Aspects of Quantum Machine Learning: Opportunities, Threats and Defenses},
     author = {Kundu, Satwik and Ghosh, Swaroop},
     booktitle = {Proceedings of the Great Lakes Symposium on VLSI (GLSVLSI)},
     pages = {463--468},
     year = {2022},
     url = {https://dl.acm.org/doi/abs/10.1145/3526241.3530833},
   }

3. ICCAD

   Quantum Machine Learning For Material Synthesis and Hardware Security

   Collin Beaudoin*, Satwik Kundu*, Rasit Onur Topaloglu, and Swaroop Ghosh

   In IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2022

   URL Bib

   @inproceedings{beaudoin2022quantum,
     title = {Quantum Machine Learning For Material Synthesis and Hardware Security},
     author = {Beaudoin*, Collin and Kundu*, Satwik and Topaloglu, Rasit Onur and Ghosh, Swaroop},
     booktitle = {IEEE/ACM International Conference on Computer-Aided Design (ICCAD)},
     pages = {1--7},
     year = {2022},
     url = {https://dl.acm.org/doi/abs/10.1145/3508352.3561115},
   }

2021

1. ICCAD

   Quantum-Classical Hybrid Machine Learning for Image Classification

   Mahabubul Alam, Satwik Kundu, Rasit Onur Topaloglu, and Swaroop Ghosh

   In IEEE/ACM International Conference On Computer Aided Design (ICCAD), 2021

   URL arXiv Bib

   @inproceedings{alam2021quantum,
     title = {Quantum-Classical Hybrid Machine Learning for Image Classification},
     author = {Alam, Mahabubul and Kundu, Satwik and Topaloglu, Rasit Onur and Ghosh, Swaroop},
     booktitle = {IEEE/ACM International Conference On Computer Aided Design (ICCAD)},
     pages = {1--7},
     year = {2021},
     organization = {IEEE}
   }

2. Springer

   Spoken Language Identification of Indian Languages using MFCC Features

   Mainak Biswas, Saif Rahaman, Satwik Kundu, Pawan Kumar Singh, and 1 more author

   Machine Learning for Intelligent Multimedia Analytics: Techniques and Applications, 2021

   URL Bib

   @article{biswas2021spoken,
     title = {Spoken Language Identification of Indian Languages using MFCC Features},
     author = {Biswas, Mainak and Rahaman, Saif and Kundu, Satwik and Singh, Pawan Kumar and Sarkar, Ram},
     journal = {Machine Learning for Intelligent Multimedia Analytics: Techniques and Applications},
     year = {2021},
     publisher = {Springer},
     url = {https://link.springer.com/chapter/10.1007/978-981-15-9492-2_12},
   }