1 citations · 1 across the 3 of their papers we have counts for
3 papers
Extending QAOA-GPT to Higher-Order Quantum Optimization Problems
Leanto Sunny, Abhinav Rijal, George Siopsis
The recently proposed QAOA-GPT framework demonstrated that generative pre-trained transformers can learn mappings between problem graphs and optimized quantum circuits for the Quan…
Continuous-variable Quantum Boltzmann Machine
Shikha Bangar, Leanto Sunny, Kübra Yeter-Aydeniz +1
We propose a continuous-variable quantum Boltzmann machine (CVQBM) using a powerful energy-based neural network. It can be realized experimentally on a continuous-variable (CV) pho…
Stochastic Security as a Performance Metric for Quantum-enhanced Generative AI
Noah A. Crum, Leanto Sunny, Pooya Ronagh +3
Motivated by applications of quantum computers in Gibbs sampling from continuous real-valued functions, we ask whether such algorithms can provide practical advantages for machine…