Guillaume Verdon

1. Learning to learn with quantum neural networks via classical neural networks
   2019/07/11 by Guillaume Verdon, Michael Broughton, Verdon, Guillaume +13 · 12 citations
   Computer Science · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Stochastic Gradient Optimization Techniques
2. Quantum Graph Neural Networks
   2019/09/26 by Guillaume Verdon, Verdon, Guillaume, Trevor McCourt +8 · 11 citations
   Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Quantum and electron transport phenomena
3. Quantum Hamiltonian-Based Models and the Variational Quantum Thermalizer Algorithm
   2019/10/04 by Guillaume Verdon, Verdon, Guillaume, Jacob Marks +7 · 9 citations
   Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Quantum many-body systems
4. A quantum algorithm to train neural networks using low-depth circuits
   2017/12/14 by Guillaume Verdon, Michael Broughton, Verdon, Guillaume +3 · 9 citations
   Computer Science · #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum-Dot Cellular Automata
5. A Universal Training Algorithm for Quantum Deep Learning
   2018/06/25 by Guillaume Verdon, Verdon, Guillaume, Jason Pye +3 · 1 voice · 3 citations
   Computer Science · Physics and Astronomy · #FOS: Physical sciences #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Quantum and electron transport phenomena #quant-ph
6. An efficient probabilistic hardware architecture for diffusion-like models
   2025/10/28 by Andraž Jelinčič, Owen Lockwood, Jelinčič, Andraž +9 · 1 voice · 3 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.AI #cs.LG
7. A Blueprint for Equilibrium-Based Differentiable Continuous-Variable Thermodynamic Computing
   2026/07/17 by Owen Lockwood, Jérémy Béjanin, Joost Bus +4 · 1 voice
   #cs.LG #cs.ET #physics.app-ph