Avhishek Chatterjee

Linear Classification on Noisy Hardware

2022

Motivated by the growing interest in machine learning on nanoscale edge devices, we study the effect of hardware noise and quantization errors on the accuracy of inference by linear classifiers. Our experiments on synthetic and …

Limits of Fault-Tolerance on Resource-Constrained Quantum Circuits for Classical Problems

2023 · arXiv (Cornell University)

Existing lower bounds on redundancy in fault-tolerant quantum circuits are applicable when both the input and the intended output are quantum states. These bounds may not necessarily hold, however, when the input and the intended …