7 citations · 7 across the 2 of their papers we have counts for
4 papers · 1 filter
Security Concerns in Quantum Machine Learning as a Service
Satwik Kundu, Swaroop Ghosh
Quantum machine learning (QML) is a category of algorithms that employ variational quantum circuits (VQCs) to tackle machine learning tasks. Recent discoveries have shown that QML…
Evaluating Efficacy of Model Stealing Attacks and Defenses on Quantum Neural Networks
Satwik Kundu, Debarshi Kundu, Swaroop Ghosh
Cloud hosting of quantum machine learning (QML) models exposes them to a range of vulnerabilities, the most significant of which is the model stealing attack. In this study, we ass…
Quantum Machine Learning for Material Synthesis and Hardware Security
Collin Beaudoin, Satwik Kundu, Rasit Onur Topaloglu +1
Using quantum computing, this paper addresses two scientifically pressing and day-to-day relevant problems, namely, chemical retrosynthesis which is an important step in drug/mater…
Knowledge Distillation in Quantum Neural Network using Approximate Synthesis
Mahabubul Alam, Satwik Kundu, Swaroop Ghosh
Recent assertions of a potential advantage of Quantum Neural Network (QNN) for specific Machine Learning (ML) tasks have sparked the curiosity of a sizable number of application re…