9 citations · 12 across the 8 of their papers we have counts for
4 papers · 1 filter
Quantum Spectral Model: Data Reuploading with Input-Conditioned Frequency Support
Peiyong Wang, Udaya Parampalli, Casey R. Myers
A central design principle in modern machine learning and artificial intelligence is to align a model's inductive bias with the structure of its input data. For matrix-valued input…
Fine-Tuning Large Language Models for Quantum Reasoning
Katherine Ip, Casey R. Myers, Udaya Parampalli +2
Large language models (LLMs) exhibit abilities beyond natural language modelling and text generation. Recent advances in their reasoning capabilities have spurred interest in apply…
Towards Real-time Control of a CartPole System on a Quantum Computer
Nguyen Truong Thu Ngo, Väinö Mehtola, Jérome Lenssen +4
The application of quantum reinforcement learning (QRL) to real-time control systems faces significant challenges regarding hardware latency, noise susceptibility, and learning con…
Quantum entanglement provides a competitive advantage in adversarial games
Peiyong Wang, Kieran Hymas, James Quach
Whether uniquely quantum resources confer advantages in fully classical, competitive environments remains an open question. Competitive zero-sum reinforcement learning is particula…