2 papers
quant-ph2025
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…
cs.LG2025
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…