26 citations · 48 across the 12 of their papers we have counts for
13 papers
When AI meets quantum information: A comprehensive review
Min Chen, Yu Gan, Xin Jin +15
Artificial intelligence (AI) and quantum information (QI) are rapidly co-evolving. AI is becoming a practical tool for learning, designing, controlling, and verifying quantum syste…
Exponentially Fast Solution State Preparation for the Heat Equation and its use for Option Pricing
Gumaro Rendon, Stepan Smid, Sarvagya Upadhyay
In this work, we present the methods necessary to price an important set of derivatives on a quantum device while offering an advantage over existing classical methods. The methods…
On the importance of hyperparameters in initializing parameterized quantum circuits
Ankit Kulshrestha, Sarvagya Upadhyay
There has been intensive research on increasing the utility and performance of Parameterized Quantum Circuits (PQCs) in the past couple of years. Owing to this research, there are…
A hybrid quantum-classical algorithm for Bayes-optimal quantum state discrimination using the source code
Ankith Mohan, Jamie Sikora, Sarvagya Upadhyay
Quantum state discrimination is a fundamental primitive in quantum information processing, underpinning tasks in quantum communication, sensing, and learning. We consider the gener…
A Unifying Framework for Differentially Private Sums under Continual Observation
Monika Henzinger, Jalaj Upadhyay, Sarvagya Upadhyay
We study the problem of maintaining a differentially private decaying sum under continual observation. We give a unifying framework and an efficient algorithm for this problem for…
Almost Tight Error Bounds on Differentially Private Continual Counting
Monika Henzinger, Jalaj Upadhyay, Sarvagya Upadhyay
The first large-scale deployment of private federated learning uses differentially private counting in the continual release model as a subroutine (Google AI blog titled "Federated…